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app (1).py

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+import os
+import json
+import re
+import faiss
+import numpy as np
+import gradio as gr
+import plotly.graph_objects as go
+import plotly.express as px
+import pandas as pd
+import tempfile
+from dotenv import load_dotenv
+from sentence_transformers import SentenceTransformer
+from groq import Groq
+
+# ==========================
+# OPTIONAL LIBRARIES
+# ==========================
+try:
+    from fpdf import FPDF
+    import kaleido
+    PDF_AVAILABLE = True
+except ImportError:
+    PDF_AVAILABLE = False
+
+try:
+    from sklearn.decomposition import PCA
+    SKLEARN_AVAILABLE = True
+except ImportError:
+    SKLEARN_AVAILABLE = False
+    def random_projection(embeddings, n_components=3):
+        np.random.seed(42)
+        projection = np.random.randn(embeddings.shape[1], n_components)
+        return np.dot(embeddings, projection)
+
+# ==========================
+# LOAD ENV & CONFIG
+# ==========================
+load_dotenv()
+groq_client = Groq(api_key=os.getenv("GROQ_API_KEY"))
+
+BRAND_NAME = os.getenv("BRAND_NAME", "IdeaIQ")
+LOGO_PATH = os.getenv("LOGO_PATH", "")
+
+# ==========================
+# LOAD DATASET
+# ==========================
+DATA_PATH = "cleaned_market_trends.json"  # adjust if needed
+
+with open(DATA_PATH, "r", encoding="utf-8") as f:
+    documents = json.load(f)
+
+# ==========================
+# EMBEDDINGS + FAISS
+# ==========================
+embedding_model = SentenceTransformer("sentence-transformers/all-MiniLM-L6-v2")
+
+texts = [doc["content"] for doc in documents]
+embeddings = embedding_model.encode(texts)
+embeddings = np.array(embeddings).astype("float32")
+faiss.normalize_L2(embeddings)
+
+dimension = embeddings.shape[1]
+faiss_index = faiss.IndexFlatIP(dimension)
+faiss_index.add(embeddings)
+
+# ==========================
+# RETRIEVAL
+# ==========================
+def retrieve_context(user_idea, top_k=4):
+    query_embedding = embedding_model.encode([user_idea])
+    query_embedding = np.array(query_embedding).astype("float32")
+    faiss.normalize_L2(query_embedding)
+
+    scores, indices = faiss_index.search(query_embedding, top_k)
+
+    retrieved_docs = []
+    similarity_scores = []
+
+    for score, idx in zip(scores[0], indices[0]):
+        retrieved_docs.append(documents[idx])
+        similarity_scores.append(float(score))
+
+    avg_similarity = round(float(np.mean(similarity_scores)), 3)
+
+    return retrieved_docs, avg_similarity
+
+# ==========================
+# JSON CLEANER
+# ==========================
+def extract_json(text):
+    text = re.sub(r"```json", "", text)
+    text = re.sub(r"```", "", text)
+    match = re.search(r"\{.*\}", text, re.DOTALL)
+    if match:
+        return json.loads(match.group())
+    raise ValueError("Invalid JSON response")
+
+# ==========================
+# LLM ANALYSIS
+# ==========================
+SYSTEM_PROMPT = """
+You are an AI Product Strategy Analyst.
+
+Return ONLY valid JSON.
+Do not wrap in markdown.
+Strictly follow provided structure.
+"""
+
+def analyze_idea(user_idea):
+    retrieved_docs, avg_similarity = retrieve_context(user_idea)
+
+    context_text = "\n\n".join(
+        [f"{doc['domain']} | {doc['year']} | {doc['content']}" for doc in retrieved_docs]
+    )
+
+    user_prompt = f"""
+User Idea:
+{user_idea}
+
+Market Context:
+{context_text}
+
+Return strictly a JSON object with the following structure. The "market_analysis" list should contain one object per retrieved document (exactly {len(retrieved_docs)} items), with estimated numeric scores based on the document content and your market knowledge.
+
+{{
+  "idea": "{user_idea}",
+  "scope": "Low | Medium | High",
+  "feasibility": "Low | Medium | High",
+  "estimated_timeline": "X months",
+  "market_trend_summary": "...",
+  "uniqueness_analysis": "...",
+  "risks": ["Risk 1", "Risk 2"],
+  "actionable_steps": ["Step 1", "Step 2"],
+  "project_score": 0-10,
+  "market_analysis": [
+    {{
+      "domain": "from document",
+      "year": "from document",
+      "category": "e.g., AI, Healthcare, Fintech",
+      "region": "Global | North America | etc.",
+      "growth_rate": 0-100,
+      "innovation_score": 0-100,
+      "market_potential": 0-100,
+      "competition_level": 0-100
+    }},
+    ...
+  ]
+}}
+"""
+
+    response = groq_client.chat.completions.create(
+        model="llama-3.3-70b-versatile",
+        messages=[
+            {"role": "system", "content": SYSTEM_PROMPT},
+            {"role": "user", "content": user_prompt}
+        ],
+        temperature=0
+    )
+
+    result = extract_json(response.choices[0].message.content)
+
+    result.setdefault("scope", "Medium")
+    result.setdefault("feasibility", "Medium")
+    result.setdefault("estimated_timeline", "6 months")
+    result.setdefault("market_trend_summary", "No summary")
+    result.setdefault("uniqueness_analysis", "No analysis")
+    result.setdefault("risks", ["Unknown"])
+    result.setdefault("actionable_steps", ["Unknown"])
+    result.setdefault("project_score", 5)
+    result.setdefault("market_analysis", [])
+
+    if not result["market_analysis"] and retrieved_docs:
+        for doc in retrieved_docs:
+            result["market_analysis"].append({
+                "domain": doc["domain"],
+                "year": doc["year"],
+                "category": "Unknown",
+                "region": "Global",
+                "growth_rate": np.random.randint(30, 90),
+                "innovation_score": np.random.randint(30, 90),
+                "market_potential": np.random.randint(30, 90),
+                "competition_level": np.random.randint(30, 90)
+            })
+
+    result["similarity_score"] = avg_similarity
+    result["retrieved_docs"] = retrieved_docs
+
+    return result
+
+# ==========================
+# VISUALIZATION FUNCTIONS
+# ==========================
+def create_gauge(result):
+    project_score = result["project_score"]
+    fig = go.Figure(go.Indicator(
+        mode="gauge+number",
+        value=project_score,
+        number={'suffix': "/10", 'font': {'size': 30}},
+        title={'text': "Project Score", 'font': {'size': 20}},
+        gauge={
+            'axis': {'range': [0, 10], 'tickwidth': 1},
+            'bar': {'color': "darkblue", 'thickness': 0.3},
+            'bgcolor': "white",
+            'borderwidth': 2,
+            'steps': [
+                {'range': [0, 3], 'color': '#ffcccc'},
+                {'range': [3, 7], 'color': '#ffffcc'},
+                {'range': [7, 10], 'color': '#ccffcc'}
+            ],
+            'threshold': {
+                'line': {'color': "red", 'width': 4},
+                'thickness': 0.75,
+                'value': 7
+            }
+        }
+    ))
+    fig.update_layout(height=250, margin=dict(l=20, r=20, t=40, b=20),
+                      paper_bgcolor='rgba(0,0,0,0)')
+    return fig
+
+def create_radial_graph(result, visible_nodes=8):
+    idea = result["idea"]
+    project_score = result["project_score"]
+    feasibility = result["feasibility"]
+    similarity = result["similarity_score"]
+    scope = result["scope"]
+    timeline = result["estimated_timeline"]
+
+    score_color = f"rgb({255-int(project_score*25)}, {int(project_score*25)}, 0)"
+    feasibility_color = {"High": "#00cc96", "Medium": "#ffa15e", "Low": "#ef553b"}.get(feasibility, "#636efa")
+
+    nodes = [
+        idea,
+        f"Scope: {scope}",
+        f"Feasibility: {feasibility}",
+        f"Timeline: {timeline}",
+        "Risks",
+        "Actionable Steps",
+        "Uniqueness",
+        f"Similarity: {similarity}"
+    ]
+
+    angle = np.linspace(0, 2*np.pi, len(nodes))
+    radius = 2.5
+    x = [0] + list(radius * np.cos(angle[1:]))
+    y = [0] + list(radius * np.sin(angle[1:]))
+
+    colors = [
+        score_color,
+        "#1f77b4",
+        feasibility_color,
+        "#ff7f0e",
+        "#d62728",
+        "#9467bd",
+        "#17becf",
+        "#bcbd22"
+    ]
+    sizes = [60, 35, 35, 35, 40, 40, 35, 35]
+
+    hover_texts = [
+        f"<b>Idea</b><br>{idea}<br><b>Score: {project_score}/10</b>",
+        f"<b>Scope</b><br>{scope}",
+        f"<b>Feasibility</b><br>{feasibility}",
+        f"<b>Timeline</b><br>{timeline}",
+        f"<b>Risks</b><br>" + "<br>".join(result["risks"]),
+        f"<b>Actionable Steps</b><br>" + "<br>".join(result["actionable_steps"]),
+        f"<b>Uniqueness</b><br>{result['uniqueness_analysis']}",
+        f"<b>Similarity Score</b><br>{similarity}"
+    ]
+
+    visible = min(visible_nodes, len(nodes))
+    visible_x = x[:visible]
+    visible_y = y[:visible]
+    visible_text = nodes[:visible]
+    visible_hover = hover_texts[:visible]
+    visible_colors = colors[:visible]
+    visible_sizes = sizes[:visible]
+
+    edge_x, edge_y = [], []
+    for i in range(1, visible):
+        edge_x += [x[0], x[i], None]
+        edge_y += [y[0], y[i], None]
+
+    fig = go.Figure()
+
+    fig.add_trace(go.Scatter(
+        x=edge_x, y=edge_y,
+        mode='lines',
+        line=dict(width=1.5, color='#888'),
+        hoverinfo='none'
+    ))
+
+    fig.add_trace(go.Scatter(
+        x=visible_x, y=visible_y,
+        mode='markers+text',
+        text=visible_text,
+        textposition='bottom center',
+        hovertext=visible_hover,
+        hoverinfo='text',
+        marker=dict(
+            size=visible_sizes,
+            color=visible_colors,
+            line=dict(width=2, color='white')
+        ),
+        textfont=dict(size=12, color='black')
+    ))
+
+    fig.update_layout(
+        title=dict(text="🚀 Strategic Opportunity Map", font=dict(size=20, family='Arial Black')),
+        showlegend=False,
+        xaxis=dict(visible=False),
+        yaxis=dict(visible=False),
+        height=550,
+        plot_bgcolor='rgba(0,0,0,0)',
+        paper_bgcolor='rgba(0,0,0,0)',
+        margin=dict(l=20, r=20, t=80, b=20)
+    )
+    return fig
+
+def create_3d_market(result):
+    retrieved_docs = result.get("retrieved_docs", [])
+    idea = result["idea"]
+
+    if not retrieved_docs:
+        return go.Figure()
+
+    doc_texts = [doc["content"] for doc in retrieved_docs]
+    all_texts = [idea] + doc_texts
+    all_embeddings = embedding_model.encode(all_texts)
+
+    if SKLEARN_AVAILABLE:
+        pca = PCA(n_components=3)
+        coords = pca.fit_transform(all_embeddings)
+    else:
+        coords = random_projection(all_embeddings, 3)
+
+    df = pd.DataFrame({
+        'x': coords[:,0],
+        'y': coords[:,1],
+        'z': coords[:,2],
+        'label': ['Your Idea'] + [f"{doc['domain']} ({doc['year']})" for doc in retrieved_docs],
+        'size': [20] + [15]*len(retrieved_docs),
+        'color': ['red'] + ['blue']*len(retrieved_docs),
+        'hover': [f"<b>Your Idea</b><br>{idea}"] + 
+                 [f"<b>{doc['domain']} ({doc['year']})</b><br>{doc['content'][:100]}..." for doc in retrieved_docs]
+    })
+
+    fig = px.scatter_3d(df, x='x', y='y', z='z', text='label', size='size', color='color',
+                         hover_data={'hover': True, 'x': False, 'y': False, 'z': False, 'color': False, 'size': False},
+                         title="🧠 Market Landscape (3D Similarity Space)")
+    fig.update_traces(marker=dict(line=dict(width=2, color='white')),
+                      textposition='top center')
+    fig.update_layout(height=550, showlegend=False)
+    return fig
+
+def create_kpi_panel(df):
+    fig = go.Figure()
+    metrics = {
+        "Avg Growth": df["growth_rate"].mean(),
+        "Innovation Strength": df["innovation_score"].mean(),
+        "Market Potential": df["market_potential"].mean(),
+        "Strategic Advantage": (df["innovation_score"] + df["market_potential"] - df["competition_level"]).mean()
+    }
+
+    fig.add_trace(go.Indicator(
+        mode="number",
+        value=round(metrics["Avg Growth"], 2),
+        title={"text": "Avg Growth"},
+        domain={'x': [0, 0.45], 'y': [0.55, 1]},
+        number={"font": {"size": 36}}
+    ))
+    fig.add_trace(go.Indicator(
+        mode="number",
+        value=round(metrics["Innovation Strength"], 2),
+        title={"text": "Innovation Strength"},
+        domain={'x': [0.55, 1], 'y': [0.55, 1]},
+        number={"font": {"size": 36}}
+    ))
+    fig.add_trace(go.Indicator(
+        mode="number",
+        value=round(metrics["Market Potential"], 2),
+        title={"text": "Market Potential"},
+        domain={'x': [0, 0.45], 'y': [0, 0.45]},
+        number={"font": {"size": 36}}
+    ))
+    fig.add_trace(go.Indicator(
+        mode="number",
+        value=round(metrics["Strategic Advantage"], 2),
+        title={"text": "Strategic Advantage"},
+        domain={'x': [0.55, 1], 'y': [0, 0.45]},
+        number={"font": {"size": 36}}
+    ))
+
+    fig.update_layout(
+        template="plotly_dark",
+        height=320,
+        margin=dict(t=20, b=20, l=20, r=20)
+    )
+    return fig
+
+def create_positioning_matrix(df):
+    fig = px.scatter(
+        df,
+        x="competition_level",
+        y="innovation_score",
+        size="market_potential",
+        color="growth_rate",
+        hover_data=["domain","category","region","year"],
+        title="Strategic Positioning Matrix",
+        size_max=50,
+        color_continuous_scale="Turbo"
+    )
+    fig.update_traces(
+        marker=dict(line=dict(width=1, color='white')),
+        hovertemplate="<b>%{customdata[0]}</b><br>Category: %{customdata[1]}<br>Region: %{customdata[2]}<br>Year: %{customdata[3]}<br>Growth: %{color:.1f}<extra></extra>"
+    )
+    fig.update_layout(
+        template="plotly_dark",
+        height=400,
+        hovermode="closest",
+        transition={"duration": 500}
+    )
+    return fig
+
+def create_growth_by_year(df, selected_year):
+    if "year" not in df.columns or df.empty:
+        fig = go.Figure()
+        fig.add_annotation(text="No data available", showarrow=False)
+        fig.update_layout(template="plotly_dark", height=400)
+        return fig
+
+    df_filtered = df[df["year"] == selected_year].copy()
+    if df_filtered.empty:
+        fig = go.Figure()
+        fig.add_annotation(text=f"No data for year {selected_year}", showarrow=False)
+        fig.update_layout(template="plotly_dark", height=400)
+        return fig
+
+    fig = px.bar(
+        df_filtered,
+        x="domain",
+        y="growth_rate",
+        color="growth_rate",
+        title=f"Domain Growth - {selected_year}",
+        color_continuous_scale="Viridis",
+        range_y=[0, 100],
+        hover_data=["category", "region"]
+    )
+    fig.update_traces(
+        hovertemplate="<b>%{x}</b><br>Growth: %{y:.1f}<br>Category: %{customdata[0]}<br>Region: %{customdata[1]}<extra></extra>"
+    )
+    fig.update_layout(
+        template="plotly_dark",
+        height=400,
+        xaxis_title="Domain",
+        yaxis_title="Growth Rate (%)"
+    )
+    return fig
+
+def create_heatmap(df):
+    if "year" not in df.columns:
+        return go.Figure()
+    pivot = df.pivot_table(values="market_potential", index="domain", columns="year")
+    fig = px.imshow(
+        pivot,
+        color_continuous_scale="Magma",
+        title="Market Potential Heatmap",
+        aspect="auto",
+        labels=dict(x="Year", y="Domain", color="Potential")
+    )
+    fig.update_layout(template="plotly_dark", height=400, transition={"duration": 500})
+    fig.update_traces(hovertemplate="Year: %{x}<br>Domain: %{y}<br>Potential: %{z:.1f}<extra></extra>")
+    return fig
+
+def create_opportunity_radar(df):
+    if df.empty:
+        return go.Figure()
+    df["advantage"] = df["innovation_score"] + df["market_potential"] - df["competition_level"]
+    top = df.sort_values("advantage", ascending=False).iloc[0]
+    categories = ["Growth", "Innovation", "Market", "Competitive Advantage"]
+    values = [
+        top["growth_rate"],
+        top["innovation_score"],
+        top["market_potential"],
+        100 - top["competition_level"]
+    ]
+    fig = go.Figure()
+    fig.add_trace(go.Scatterpolar(
+        r=values,
+        theta=categories,
+        fill="toself",
+        marker=dict(color='rgba(102, 126, 234, 0.8)'),
+        hovertemplate="%{theta}: %{r:.1f}<extra></extra>"
+    ))
+    fig.update_layout(
+        template="plotly_dark",
+        polar=dict(radialaxis=dict(range=[0,100], visible=True)),
+        title=f"Top Opportunity: {top['domain']}",
+        height=400,
+        transition={"duration": 500}
+    )
+    return fig
+
+# ==========================
+# PDF GENERATION (FIXED)
+# ==========================
+REPORTS_DIR = "reports"
+os.makedirs(REPORTS_DIR, exist_ok=True)
+
+def generate_pdf(result, radial_fig):
+    if not PDF_AVAILABLE:
+        error_path = os.path.join(REPORTS_DIR, "pdf_error.txt")
+        with open(error_path, "w") as f:
+            f.write("PDF generation is not available because required libraries (fpdf2, kaleido) are missing.\nPlease install them.")
+        return error_path
+
+    try:
+        # Test if kaleido can export (will fail on HF if chromium missing)
+        try:
+            _ = radial_fig.to_image(format="png")
+        except Exception as e:
+            error_path = os.path.join(REPORTS_DIR, "export_error.txt")
+            with open(error_path, "w") as f:
+                f.write(f"Failed to export plot image: {str(e)}\nThis may be due to missing Chromium.")
+            return error_path
+
+        pdf = FPDF()
+        pdf.add_page()
+
+        if LOGO_PATH and os.path.exists(LOGO_PATH):
+            pdf.image(LOGO_PATH, x=10, y=8, w=30)
+        pdf.set_font("Arial", 'B', 16)
+        pdf.cell(0, 10, BRAND_NAME, ln=1, align='C')
+        pdf.ln(10)
+
+        pdf.set_font("Arial", 'B', 12)
+        pdf.cell(0, 10, "Executive Summary", ln=1)
+        pdf.set_font("Arial", '', 10)
+        summary = f"""
+Project Score: {result['project_score']}/10
+Feasibility: {result['feasibility']}
+Timeline: {result['estimated_timeline']}
+Market Similarity: {result['similarity_score']}
+
+Market Trend Summary:
+{result['market_trend_summary']}
+
+Uniqueness Analysis:
+{result['uniqueness_analysis']}
+
+Top Risks:
+{chr(10).join(['- ' + r for r in result['risks']])}
+
+Actionable Steps:
+{chr(10).join(['- ' + s for s in result['actionable_steps']])}
+"""
+        pdf.multi_cell(0, 5, summary)
+        pdf.ln(5)
+
+        # Add radial graph image
+        img_bytes = radial_fig.to_image(format="png")
+        with tempfile.NamedTemporaryFile(suffix=".png", delete=False) as tmp_img:
+            tmp_img.write(img_bytes)
+            img_path = tmp_img.name
+        pdf.image(img_path, w=180)
+        os.unlink(img_path)
+        pdf.ln(5)
+
+        pdf.set_font("Arial", 'B', 12)
+        pdf.cell(0, 10, "Structured Report (JSON)", ln=1)
+        pdf.set_font("Courier", '', 8)
+        pdf.multi_cell(0, 4, json.dumps(result, indent=2))
+
+        # Save PDF with timestamp
+        pdf_filename = f"report_{pd.Timestamp.now().strftime('%Y%m%d_%H%M%S')}.pdf"
+        pdf_path = os.path.join(REPORTS_DIR, pdf_filename)
+        pdf.output(pdf_path)
+
+        if os.path.exists(pdf_path) and os.path.getsize(pdf_path) > 0:
+            return pdf_path
+        else:
+            error_path = os.path.join(REPORTS_DIR, "empty_pdf.txt")
+            with open(error_path, "w") as f:
+                f.write("PDF file was created but appears empty.")
+            return error_path
+    except Exception as e:
+        print(f"PDF generation error: {e}")
+        error_path = os.path.join(REPORTS_DIR, "pdf_error.txt")
+        with open(error_path, "w") as f:
+            f.write(f"An error occurred during PDF generation: {str(e)}")
+        return error_path
+
+def prepare_pdf(result, radial_fig):
+    if not result or not radial_fig:
+        error_path = os.path.join(REPORTS_DIR, "no_data.txt")
+        with open(error_path, "w") as f:
+            f.write("No data available for PDF generation.")
+        return error_path
+    return generate_pdf(result, radial_fig)
+
+# ==========================
+# UPDATE FUNCTIONS
+# ==========================
+def update_radial_and_state(result, step):
+    if not result:
+        return go.Figure(), go.Figure()
+    new_fig = create_radial_graph(result, step)
+    return new_fig, new_fig
+
+def update_live_score(result_state):
+    if result_state:
+        new_score = result_state.get("similarity_score", 0.5)
+        variation = np.random.uniform(-0.05, 0.05)
+        new_score = round(max(0, min(1, new_score + variation)), 3)
+        result_state["similarity_score"] = new_score
+        return f"<span class='live-badge'>Live Similarity: {new_score}</span>"
+    return "<span class='live-badge'>Live Similarity: N/A</span>"
+
+def increment_step(current_step):
+    return min(current_step + 1, 8)
+
+def update_growth_by_year(result_state, selected_year):
+    if not result_state:
+        return go.Figure()
+    df = pd.DataFrame(result_state.get("market_analysis", []))
+    for col in ["growth_rate","innovation_score","market_potential","competition_level"]:
+        if col in df.columns:
+            df[col] = pd.to_numeric(df[col], errors="coerce")
+    df.fillna(0, inplace=True)
+    return create_growth_by_year(df, selected_year)
+
+# ==========================
+# FULL PIPELINE
+# ==========================
+def full_pipeline(user_input):
+    try:
+        result = analyze_idea(user_input)
+
+        fig_radial = create_radial_graph(result, visible_nodes=1)
+        fig_3d = create_3d_market(result)
+        fig_gauge = create_gauge(result)
+
+        df = pd.DataFrame(result["market_analysis"])
+        for col in ["growth_rate","innovation_score","market_potential","competition_level"]:
+            if col in df.columns:
+                df[col] = pd.to_numeric(df[col], errors="coerce")
+        df.fillna(0, inplace=True)
+
+        years = []
+        if "year" in df.columns:
+            years = sorted(df["year"].unique())
+            years = [str(y) for y in years]
+
+        if df.empty:
+            fig_kpi = go.Figure()
+            fig_matrix = go.Figure()
+            fig_growth = create_growth_by_year(df, None)
+            fig_heat = go.Figure()
+            fig_radar_opp = go.Figure()
+        else:
+            fig_kpi = create_kpi_panel(df)
+            fig_matrix = create_positioning_matrix(df)
+            initial_year = str(df["year"].iloc[0]) if "year" in df.columns else None
+            fig_growth = create_growth_by_year(df, initial_year)
+            fig_heat = create_heatmap(df)
+            fig_radar_opp = create_opportunity_radar(df)
+
+        summary_md = f"""
+### 📊 Key Metrics
+- **Project Score**: **{result['project_score']}/10**
+- **Feasibility**: **{result['feasibility']}**
+- **Timeline**: **{result['estimated_timeline']}**
+- **Market Similarity**: **{result['similarity_score']}**
+
+### 📈 Market Trend Summary
+{result['market_trend_summary']}
+
+### 💡 Uniqueness Analysis
+{result['uniqueness_analysis']}
+
+### ⚠️ Top Risks
+{chr(10).join(['- ' + r for r in result['risks']])}
+
+### ✅ Actionable Steps
+{chr(10).join(['- ' + s for s in result['actionable_steps']])}
+"""
+
+        confetti_html = ""
+        if result['project_score'] > 8:
+            confetti_html = """
+            <script src="https://cdn.jsdelivr.net/npm/canvas-confetti@1"></script>
+            <script>
+                confetti({particleCount: 100, spread: 70, origin: { y: 0.6 }});
+            </script>
+            """
+
+        return (summary_md, json.dumps(result, indent=4),
+                fig_radial, fig_3d, fig_gauge,
+                fig_kpi, fig_matrix, fig_growth, fig_heat, fig_radar_opp,
+                result, fig_radial, confetti_html, years)
+    except Exception as e:
+        error_msg = f"❌ Error: {str(e)}"
+        empty_fig = go.Figure()
+        return (error_msg, "{}", empty_fig, empty_fig, empty_fig,
+                empty_fig, empty_fig, empty_fig, empty_fig, empty_fig,
+                {}, empty_fig, "", [])
+
+# ==========================
+# ULTRA‑PREMIUM RESPONSIVE UI
+# ==========================
+with gr.Blocks(theme=gr.themes.Soft(), css="") as app:
+    gr.HTML("""
+    <style>
+        @import url('https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700&display=swap');
+
+        * {
+            margin: 0;
+            padding: 0;
+            box-sizing: border-box;
+        }
+
+        body {
+            font-family: 'Inter', sans-serif;
+            background: #f8fafc;  /* Soft, professional light gray */
+            min-height: 100vh;
+        }
+
+        .gradio-container {
+            max-width: 1600px;
+            margin: 1.5rem auto;
+            padding: 1.5rem;
+            background: #ffffff;
+            border-radius: 2rem;
+            box-shadow: 0 20px 40px -10px rgba(0,0,0,0.1);
+        }
+
+        /* Animated gradient header */
+        .premium-header {
+            background: linear-gradient(-45deg, #1e3c72, #2a5298, #1e3c72, #162b4c);
+            background-size: 400% 400%;
+            animation: gradient 15s ease infinite;
+            padding: 2.5rem 2rem;
+            border-radius: 1.5rem;
+            color: white;
+            text-align: center;
+            margin-bottom: 2rem;
+            box-shadow: 0 10px 25px -5px rgba(0,0,0,0.2);
+            position: relative;
+            overflow: hidden;
+        }
+
+        .premium-header::before {
+            content: "";
+            position: absolute;
+            top: -50%;
+            right: -50%;
+            width: 200%;
+            height: 200%;
+            background: radial-gradient(circle, rgba(255,255,255,0.15) 0%, transparent 70%);
+            animation: rotate 20s linear infinite;
+        }
+
+        @keyframes gradient {
+            0% { background-position: 0% 50%; }
+            50% { background-position: 100% 50%; }
+            100% { background-position: 0% 50%; }
+        }
+
+        @keyframes rotate {
+            from { transform: rotate(0deg); }
+            to { transform: rotate(360deg); }
+        }
+
+        .premium-header h1 {
+            font-size: 2.5rem;
+            font-weight: 700;
+            margin-bottom: 0.5rem;
+            letter-spacing: -0.02em;
+            position: relative;
+            z-index: 2;
+        }
+
+        .premium-header p {
+            font-size: 1.1rem;
+            opacity: 0.9;
+            font-weight: 300;
+            position: relative;
+            z-index: 2;
+        }
+
+        /* Input styling – clean, modern */
+        .premium-input textarea {
+            border: 1px solid #e2e8f0 !important;
+            border-radius: 1rem !important;
+            padding: 0.75rem 1rem !important;
+            font-size: 1rem !important;
+            background: white !important;
+            box-shadow: 0 2px 4px rgba(0,0,0,0.02) !important;
+            transition: all 0.2s !important;
+            width: 100% !important;
+        }
+
+        .premium-input textarea:focus {
+            border-color: #3182ce !important;
+            box-shadow: 0 0 0 3px rgba(49,130,206,0.1) !important;
+            outline: none !important;
+        }
+
+        /* Buttons – modern, with hover effects */
+        .btn-primary {
+            background: #3182ce;
+            color: white;
+            border: none;
+            padding: 0.6rem 1.5rem;
+            border-radius: 2rem;
+            font-weight: 500;
+            font-size: 1rem;
+            cursor: pointer;
+            transition: all 0.2s;
+            box-shadow: 0 4px 6px -1px rgba(49,130,206,0.3);
+            width: 100%;
+            display: inline-flex;
+            align-items: center;
+            justify-content: center;
+        }
+
+        .btn-primary:hover {
+            background: #2c5282;
+            transform: translateY(-1px);
+            box-shadow: 0 6px 8px -1px rgba(49,130,206,0.4);
+        }
+
+        .btn-secondary {
+            background: white;
+            color: #1a202c;
+            border: 1px solid #cbd5e0;
+            padding: 0.5rem 1.2rem;
+            border-radius: 2rem;
+            font-weight: 500;
+            font-size: 0.95rem;
+            cursor: pointer;
+            transition: all 0.2s;
+            display: inline-flex;
+            align-items: center;
+            justify-content: center;
+        }
+
+        .btn-secondary:hover {
+            background: #f7fafc;
+            border-color: #a0aec0;
+        }
+
+        /* Cards – glass effect */
+        .glass-card {
+            background: rgba(255,255,255,0.8);
+            backdrop-filter: blur(10px);
+            border-radius: 1.5rem;
+            padding: 1.5rem;
+            box-shadow: 0 4px 6px -1px rgba(0,0,0,0.1);
+            border: 1px solid rgba(255,255,255,0.5);
+            height: fit-content;
+        }
+
+        /* Plot cards */
+        .plot-card {
+            background: white;
+            border-radius: 1.2rem;
+            padding: 1rem;
+            box-shadow: 0 2px 4px rgba(0,0,0,0.05);
+            border: 1px solid #edf2f7;
+            transition: all 0.2s;
+            margin-bottom: 1rem;
+        }
+
+        .plot-card:hover {
+            box-shadow: 0 10px 15px -3px rgba(0,0,0,0.1);
+        }
+
+        /* Live badge */
+        .live-badge {
+            background: #3182ce;
+            color: white;
+            padding: 0.4rem 1.2rem;
+            border-radius: 2rem;
+            font-size: 0.9rem;
+            font-weight: 500;
+            display: inline-block;
+            box-shadow: 0 2px 4px rgba(49,130,206,0.2);
+            margin: 0.5rem 0;
+        }
+
+        /* Slider styling */
+        .premium-slider {
+            background: white;
+            border-radius: 1rem;
+            padding: 0.5rem 1rem;
+            border: 1px solid #e2e8f0;
+        }
+
+        /* Responsive design */
+        @media (max-width: 768px) {
+            .gradio-container {
+                padding: 1rem;
+                margin: 0.5rem;
+                border-radius: 1.5rem;
+            }
+            .premium-header h1 {
+                font-size: 1.8rem;
+            }
+            .premium-header p {
+                font-size: 0.95rem;
+            }
+            .btn-primary, .btn-secondary {
+                width: 100%;
+                margin-top: 0.5rem;
+            }
+            /* Stack columns on mobile */
+            .gradio-row {
+                flex-direction: column !important;
+            }
+            .gradio-column {
+                width: 100% !important;
+                min-width: 100% !important;
+            }
+        }
+
+        /* Larger screens: allow more horizontal space */
+        @media (min-width: 1600px) {
+            .gradio-container {
+                max-width: 1800px;
+                padding: 2.5rem;
+            }
+            .premium-header h1 {
+                font-size: 3rem;
+            }
+        }
+
+        /* Fade-in animation */
+        @keyframes fadeInUp {
+            from { opacity: 0; transform: translateY(10px); }
+            to { opacity: 1; transform: translateY(0); }
+        }
+        .fade-in {
+            animation: fadeInUp 0.5s ease-out;
+        }
+    </style>
+    """)
+
+    # ==========================
+    # HEADER
+    # ==========================
+    gr.HTML(f"""
+    <div class="premium-header fade-in">
+        <h1>🚀 {BRAND_NAME}</h1>
+        <p>AI-Powered Market Intelligence • Real-Time Analysis • Strategic Insights</p>
+    </div>
+    """)
+
+    # ==========================
+    # INPUT ROW (NO VOICE)
+    # ==========================
+    with gr.Row(elem_classes="gradio-row"):
+        with gr.Column(scale=4, elem_classes="gradio-column"):
+            idea_input = gr.Textbox(
+                placeholder="Enter your startup idea... e.g., AI platform for personalized mental health coaching",
+                lines=2,
+                container=False,
+                elem_classes="premium-input"
+            )
+        with gr.Column(scale=1, min_width=120, elem_classes="gradio-column"):
+            analyze_btn = gr.Button("Analyze", elem_classes="btn-primary")
+
+    # ==========================
+    # STATES
+    # ==========================
+    result_state = gr.State()
+    radial_fig_state = gr.State()
+    years_state = gr.State()
+
+    # Live similarity badge
+    live_display = gr.HTML('<span class="live-badge">Live Similarity: N/A</span>')
+
+    # ==========================
+    # SUMMARY & JSON
+    # ==========================
+    with gr.Row(elem_classes="gradio-row"):
+        with gr.Column(scale=1, elem_classes="glass-card fade-in gradio-column"):
+            summary_output = gr.Markdown()
+        with gr.Column(scale=1, elem_classes="glass-card fade-in gradio-column"):
+            json_output = gr.Code(label="📄 Structured Report", language="json", lines=10)
+
+    # ==========================
+    # PLOT ROWS
+    # ==========================
+    # Row 1
+    with gr.Row(elem_classes="gradio-row"):
+        with gr.Column(elem_classes="plot-card gradio-column"):
+            radial_output = gr.Plot(label="🗺️ Strategic Opportunity Map")
+        with gr.Column(elem_classes="plot-card gradio-column"):
+            market_output = gr.Plot(label="🧠 3D Market Landscape")
+        with gr.Column(elem_classes="plot-card gradio-column"):
+            gauge_output = gr.Plot(label="🎯 Project Score")
+
+    # Row 2
+    with gr.Row(elem_classes="gradio-row"):
+        with gr.Column(elem_classes="plot-card gradio-column"):
+            kpi_output = gr.Plot(label="📊 KPI Panel")
+        with gr.Column(elem_classes="plot-card gradio-column"):
+            matrix_output = gr.Plot(label="🎯 Positioning Matrix")
+
+    # Row 3 (Growth with year slider)
+    with gr.Row(elem_classes="gradio-row"):
+        with gr.Column(elem_classes="plot-card gradio-column"):
+            year_slider = gr.Slider(
+                minimum=0, maximum=0, step=1, value=0,
+                label="Select Year", visible=False,
+                elem_classes="premium-slider"
+            )
+            growth_output = gr.Plot(label="📈 Growth by Year")
+
+    # Row 4
+    with gr.Row(elem_classes="gradio-row"):
+        with gr.Column(elem_classes="plot-card gradio-column"):
+            heat_output = gr.Plot(label="🔥 Market Heatmap")
+        with gr.Column(elem_classes="plot-card gradio-column"):
+            radar_opp_output = gr.Plot(label="⭐ Opportunity Radar")
+
+    # ==========================
+    # CONTROLS
+    # ==========================
+    with gr.Row(elem_classes="glass-card fade-in gradio-row"):
+        step_slider = gr.Slider(minimum=1, maximum=8, step=1, value=1, label="Reveal Steps", elem_classes="premium-slider")
+        reveal_btn = gr.Button("Reveal Next Step", elem_classes="btn-secondary")
+        live_btn = gr.Button("Refresh Live Similarity", elem_classes="btn-secondary")
+        pdf_btn = gr.Button("📥 Download PDF Report", elem_classes="btn-primary")
+    pdf_output = gr.File(label="Download PDF", visible=True)
+    confetti_html = gr.HTML()
+
+    # ==========================
+    # EVENT HANDLERS
+    # ==========================
+    def update_after_analysis(summary, json, radial, market, gauge, 
+                              kpi, matrix, growth, heat, radar_opp, 
+                              result, radial_fig, confetti, years):
+        if years and len(years) > 0:
+            return (summary, json, radial, market, gauge,
+                    kpi, matrix, growth, heat, radar_opp,
+                    result, radial_fig, confetti,
+                    gr.update(minimum=0, maximum=len(years)-1, step=1, 
+                             value=0, visible=True, label=f"Year: {years[0]}"),
+                    years)
+        else:
+            return (summary, json, radial, market, gauge,
+                    kpi, matrix, growth, heat, radar_opp,
+                    result, radial_fig, confetti,
+                    gr.update(visible=False), years)
+
+    analyze_btn.click(
+        fn=full_pipeline,
+        inputs=idea_input,
+        outputs=[summary_output, json_output,
+                 radial_output, market_output, gauge_output,
+                 kpi_output, matrix_output, growth_output, heat_output, radar_opp_output,
+                 result_state, radial_fig_state, confetti_html, years_state]
+    ).then(
+        fn=update_after_analysis,
+        inputs=[summary_output, json_output,
+                radial_output, market_output, gauge_output,
+                kpi_output, matrix_output, growth_output, heat_output, radar_opp_output,
+                result_state, radial_fig_state, confetti_html, years_state],
+        outputs=[summary_output, json_output,
+                 radial_output, market_output, gauge_output,
+                 kpi_output, matrix_output, growth_output, heat_output, radar_opp_output,
+                 result_state, radial_fig_state, confetti_html, year_slider, years_state]
+    ).then(
+        fn=lambda rs: f"<span class='live-badge'>Live Similarity: {rs.get('similarity_score', 'N/A')}</span>",
+        inputs=result_state,
+        outputs=live_display
+    )
+
+    def on_year_change(result_state, slider_val, years_state):
+        if years_state and slider_val < len(years_state):
+            selected_year = years_state[slider_val]
+            return update_growth_by_year(result_state, selected_year)
+        return go.Figure()
+
+    year_slider.change(
+        fn=on_year_change,
+        inputs=[result_state, year_slider, years_state],
+        outputs=growth_output
+    )
+
+    def update_slider_label(slider_val, years_state):
+        if years_state and slider_val < len(years_state):
+            return gr.update(label=f"Year: {years_state[slider_val]}")
+        return gr.update(label="Select Year")
+
+    year_slider.change(
+        fn=update_slider_label,
+        inputs=[year_slider, years_state],
+        outputs=year_slider
+    )
+
+    step_slider.change(
+        fn=update_radial_and_state,
+        inputs=[result_state, step_slider],
+        outputs=[radial_output, radial_fig_state]
+    )
+
+    reveal_btn.click(
+        fn=increment_step,
+        inputs=step_slider,
+        outputs=step_slider
+    ).then(
+        fn=update_radial_and_state,
+        inputs=[result_state, step_slider],
+        outputs=[radial_output, radial_fig_state]
+    )
+
+    live_btn.click(
+        fn=update_live_score,
+        inputs=result_state,
+        outputs=live_display
+    )
+
+    pdf_btn.click(
+        fn=prepare_pdf,
+        inputs=[result_state, radial_fig_state],
+        outputs=pdf_output
+    )
+
+    # ==========================
+    # FOOTER
+    # ==========================
+    gr.HTML("""
+    <div style="text-align: center; margin-top: 3rem; padding: 1rem; color: #718096; font-size: 0.9rem;">
+        <p>Powered by Groq LLama 3.3 • FAISS • Sentence‑Transformers</p>
+    </div>
+    """)
+
+if __name__ == "__main__":
+    app.launch(server_name="0.0.0.0", server_port=7860)

cleaned_market_trends.json

@@ -0,0 +1,2018 @@
+[
+    {
+        "id": "doc_001",
+        "domain": "Artificial Intelligence",
+        "category": "Market Trends",
+        "year": 2024,
+        "region": "Global",
+        "growth_rate": 19,
+        "funding_stage": "Series C",
+        "risk_level": "Medium",
+        "market_potential": 52,
+        "competition_level": 36,
+        "innovation_score": 99,
+        "content": "in 2024, artech53 in global is driving automl in the artificial intelligence sector, which is facing regulatory evolution. focusing on market trends, companies are tackling industry challenges with innovative approaches. current growth is around 19%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_002",
+        "domain": "Artificial Intelligence",
+        "category": "Market Trends",
+        "year": 2024,
+        "region": "Europe",
+        "growth_rate": 18,
+        "funding_stage": "Seed",
+        "risk_level": "High",
+        "market_potential": 53,
+        "competition_level": 88,
+        "innovation_score": 48,
+        "content": "the artificial intelligence industry in europe continues to expand. artech46 exemplifies generative ai, aligning with market trends. adoption of new strategies and technologies is key. estimated growth rate 18%, with high risk level."
+    },
+    {
+        "id": "doc_003",
+        "domain": "Artificial Intelligence",
+        "category": "Startup Case Study",
+        "year": 2024,
+        "region": "Europe",
+        "growth_rate": 24,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "Medium",
+        "market_potential": 52,
+        "competition_level": 72,
+        "innovation_score": 66,
+        "content": "in 2024, artech45 in europe is driving automl in the artificial intelligence sector, which is undergoing structural transformation. focusing on startup case study, companies are tackling industry challenges with innovative approaches. current growth is around 24%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_004",
+        "domain": "Artificial Intelligence",
+        "category": "Startup Case Study",
+        "year": 2023,
+        "region": "Global",
+        "growth_rate": 31,
+        "funding_stage": "Series B",
+        "risk_level": "Low",
+        "market_potential": 55,
+        "competition_level": 72,
+        "innovation_score": 46,
+        "content": "the artificial intelligence industry in global continues to expand. artech74 exemplifies edge ai, aligning with startup case study. adoption of new strategies and technologies is key. estimated growth rate 31%, with low risk level."
+    },
+    {
+        "id": "doc_005",
+        "domain": "Artificial Intelligence",
+        "category": "Industry Analysis",
+        "year": 2022,
+        "region": "North America",
+        "growth_rate": 28,
+        "funding_stage": "Series C",
+        "risk_level": "High",
+        "market_potential": 61,
+        "competition_level": 62,
+        "innovation_score": 88,
+        "content": "in 2022, artech79 in north america is driving generative ai in the artificial intelligence sector, which is undergoing structural transformation. focusing on industry analysis, companies are tackling industry challenges with innovative approaches. current growth is around 28%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_006",
+        "domain": "Artificial Intelligence",
+        "category": "Industry Analysis",
+        "year": 2022,
+        "region": "Global",
+        "growth_rate": 9,
+        "funding_stage": "Series B",
+        "risk_level": "Medium",
+        "market_potential": 100,
+        "competition_level": 61,
+        "innovation_score": 97,
+        "content": "the artificial intelligence industry in global continues to expand. artech74 exemplifies generative ai, aligning with industry analysis. adoption of new strategies and technologies is key. estimated growth rate 9%, with medium risk level."
+    },
+    {
+        "id": "doc_007",
+        "domain": "Artificial Intelligence",
+        "category": "Challenges",
+        "year": 2024,
+        "region": "Asia-Pacific",
+        "growth_rate": 22,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "Low",
+        "market_potential": 66,
+        "competition_level": 80,
+        "innovation_score": 71,
+        "content": "in 2024, artech80 in asiapacific is driving generative ai in the artificial intelligence sector, which is witnessing accelerated innovation. focusing on challenges, companies are tackling industry challenges with innovative approaches. current growth is around 22%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_008",
+        "domain": "Artificial Intelligence",
+        "category": "Challenges",
+        "year": 2023,
+        "region": "North America",
+        "growth_rate": 34,
+        "funding_stage": "Seed",
+        "risk_level": "High",
+        "market_potential": 77,
+        "competition_level": 55,
+        "innovation_score": 95,
+        "content": "the artificial intelligence industry in north america continues to expand. artech80 exemplifies automl, aligning with challenges. adoption of new strategies and technologies is key. estimated growth rate 34%, with high risk level."
+    },
+    {
+        "id": "doc_009",
+        "domain": "Artificial Intelligence",
+        "category": "Investment Insights",
+        "year": 2024,
+        "region": "Europe",
+        "growth_rate": 26,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "Low",
+        "market_potential": 91,
+        "competition_level": 22,
+        "innovation_score": 77,
+        "content": "in 2024, artech4 in europe is driving llm adoption in the artificial intelligence sector, which is witnessing accelerated innovation. focusing on investment insights, companies are tackling industry challenges with innovative approaches. current growth is around 26%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_010",
+        "domain": "Artificial Intelligence",
+        "category": "Investment Insights",
+        "year": 2021,
+        "region": "Global",
+        "growth_rate": 21,
+        "funding_stage": "Series B",
+        "risk_level": "Low",
+        "market_potential": 52,
+        "competition_level": 67,
+        "innovation_score": 67,
+        "content": "the artificial intelligence industry in global continues to expand. artech51 exemplifies generative ai, aligning with investment insights. adoption of new strategies and technologies is key. estimated growth rate 21%, with low risk level."
+    },
+    {
+        "id": "doc_011",
+        "domain": "Artificial Intelligence",
+        "category": "Opportunities",
+        "year": 2024,
+        "region": "Europe",
+        "growth_rate": 10,
+        "funding_stage": "Series B",
+        "risk_level": "Medium",
+        "market_potential": 74,
+        "competition_level": 29,
+        "innovation_score": 42,
+        "content": "in 2024, artech25 in europe is driving edge ai in the artificial intelligence sector, which is attracting significant venture capital. focusing on opportunities, companies are tackling industry challenges with innovative approaches. current growth is around 10%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_012",
+        "domain": "Artificial Intelligence",
+        "category": "Opportunities",
+        "year": 2023,
+        "region": "India",
+        "growth_rate": 34,
+        "funding_stage": "Series A",
+        "risk_level": "High",
+        "market_potential": 73,
+        "competition_level": 65,
+        "innovation_score": 81,
+        "content": "the artificial intelligence industry in india continues to expand. artech70 exemplifies edge ai, aligning with opportunities. adoption of new strategies and technologies is key. estimated growth rate 34%, with high risk level."
+    },
+    {
+        "id": "doc_013",
+        "domain": "FinTech",
+        "category": "Market Trends",
+        "year": 2023,
+        "region": "Asia-Pacific",
+        "growth_rate": 28,
+        "funding_stage": "Series A",
+        "risk_level": "High",
+        "market_potential": 50,
+        "competition_level": 30,
+        "innovation_score": 49,
+        "content": "in 2023, fitech21 in asiapacific is driving neobanks in the fintech sector, which is benefiting from digital adoption. focusing on market trends, companies are tackling industry challenges with innovative approaches. current growth is around 28%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_014",
+        "domain": "FinTech",
+        "category": "Market Trends",
+        "year": 2021,
+        "region": "India",
+        "growth_rate": 29,
+        "funding_stage": "Seed",
+        "risk_level": "Medium",
+        "market_potential": 69,
+        "competition_level": 60,
+        "innovation_score": 82,
+        "content": "the fintech industry in india continues to expand. fitech47 exemplifies regtech, aligning with market trends. adoption of new strategies and technologies is key. estimated growth rate 29%, with medium risk level."
+    },
+    {
+        "id": "doc_015",
+        "domain": "FinTech",
+        "category": "Startup Case Study",
+        "year": 2024,
+        "region": "Global",
+        "growth_rate": 15,
+        "funding_stage": "Seed",
+        "risk_level": "Medium",
+        "market_potential": 73,
+        "competition_level": 45,
+        "innovation_score": 49,
+        "content": "in 2024, fitech84 in global is driving neobanks in the fintech sector, which is experiencing rapid scalability. focusing on startup case study, companies are tackling industry challenges with innovative approaches. current growth is around 15%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_016",
+        "domain": "FinTech",
+        "category": "Startup Case Study",
+        "year": 2023,
+        "region": "North America",
+        "growth_rate": 13,
+        "funding_stage": "Series A",
+        "risk_level": "High",
+        "market_potential": 50,
+        "competition_level": 34,
+        "innovation_score": 93,
+        "content": "the fintech industry in north america continues to expand. fitech31 exemplifies regtech, aligning with startup case study. adoption of new strategies and technologies is key. estimated growth rate 13%, with high risk level."
+    },
+    {
+        "id": "doc_017",
+        "domain": "FinTech",
+        "category": "Industry Analysis",
+        "year": 2023,
+        "region": "Asia-Pacific",
+        "growth_rate": 32,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "Medium",
+        "market_potential": 91,
+        "competition_level": 25,
+        "innovation_score": 99,
+        "content": "in 2023, fitech34 in asiapacific is driving regtech in the fintech sector, which is facing regulatory evolution. focusing on industry analysis, companies are tackling industry challenges with innovative approaches. current growth is around 32%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_018",
+        "domain": "FinTech",
+        "category": "Industry Analysis",
+        "year": 2021,
+        "region": "North America",
+        "growth_rate": 27,
+        "funding_stage": "Series C",
+        "risk_level": "Medium",
+        "market_potential": 52,
+        "competition_level": 75,
+        "innovation_score": 70,
+        "content": "the fintech industry in north america continues to expand. fitech7 exemplifies regtech, aligning with industry analysis. adoption of new strategies and technologies is key. estimated growth rate 27%, with medium risk level."
+    },
+    {
+        "id": "doc_019",
+        "domain": "FinTech",
+        "category": "Challenges",
+        "year": 2024,
+        "region": "India",
+        "growth_rate": 10,
+        "funding_stage": "Seed",
+        "risk_level": "Medium",
+        "market_potential": 67,
+        "competition_level": 67,
+        "innovation_score": 79,
+        "content": "in 2024, fitech84 in india is driving regtech in the fintech sector, which is benefiting from digital adoption. focusing on challenges, companies are tackling industry challenges with innovative approaches. current growth is around 10%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_020",
+        "domain": "FinTech",
+        "category": "Challenges",
+        "year": 2024,
+        "region": "India",
+        "growth_rate": 29,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "Low",
+        "market_potential": 80,
+        "competition_level": 26,
+        "innovation_score": 61,
+        "content": "the fintech industry in india continues to expand. fitech7 exemplifies peertopeer lending, aligning with challenges. adoption of new strategies and technologies is key. estimated growth rate 29%, with low risk level."
+    },
+    {
+        "id": "doc_021",
+        "domain": "FinTech",
+        "category": "Investment Insights",
+        "year": 2024,
+        "region": "Global",
+        "growth_rate": 8,
+        "funding_stage": "Series B",
+        "risk_level": "High",
+        "market_potential": 80,
+        "competition_level": 84,
+        "innovation_score": 100,
+        "content": "in 2024, fitech67 in global is driving peertopeer lending in the fintech sector, which is attracting significant venture capital. focusing on investment insights, companies are tackling industry challenges with innovative approaches. current growth is around 8%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_022",
+        "domain": "FinTech",
+        "category": "Investment Insights",
+        "year": 2024,
+        "region": "India",
+        "growth_rate": 19,
+        "funding_stage": "Series A",
+        "risk_level": "High",
+        "market_potential": 93,
+        "competition_level": 35,
+        "innovation_score": 50,
+        "content": "the fintech industry in india continues to expand. fitech68 exemplifies peertopeer lending, aligning with investment insights. adoption of new strategies and technologies is key. estimated growth rate 19%, with high risk level."
+    },
+    {
+        "id": "doc_023",
+        "domain": "FinTech",
+        "category": "Opportunities",
+        "year": 2022,
+        "region": "Europe",
+        "growth_rate": 21,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "High",
+        "market_potential": 79,
+        "competition_level": 54,
+        "innovation_score": 84,
+        "content": "in 2022, fitech3 in europe is driving digital wallets in the fintech sector, which is experiencing rapid scalability. focusing on opportunities, companies are tackling industry challenges with innovative approaches. current growth is around 21%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_024",
+        "domain": "FinTech",
+        "category": "Opportunities",
+        "year": 2024,
+        "region": "Europe",
+        "growth_rate": 30,
+        "funding_stage": "Seed",
+        "risk_level": "Low",
+        "market_potential": 81,
+        "competition_level": 33,
+        "innovation_score": 46,
+        "content": "the fintech industry in europe continues to expand. fitech9 exemplifies regtech, aligning with opportunities. adoption of new strategies and technologies is key. estimated growth rate 30%, with low risk level."
+    },
+    {
+        "id": "doc_025",
+        "domain": "HealthTech",
+        "category": "Market Trends",
+        "year": 2023,
+        "region": "North America",
+        "growth_rate": 20,
+        "funding_stage": "Seed",
+        "risk_level": "High",
+        "market_potential": 63,
+        "competition_level": 48,
+        "innovation_score": 65,
+        "content": "in 2023, hetech46 in north america is driving remote diagnostics in the healthtech sector, which is experiencing rapid scalability. focusing on market trends, companies are tackling industry challenges with innovative approaches. current growth is around 20%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_026",
+        "domain": "HealthTech",
+        "category": "Market Trends",
+        "year": 2024,
+        "region": "India",
+        "growth_rate": 24,
+        "funding_stage": "Series A",
+        "risk_level": "Medium",
+        "market_potential": 64,
+        "competition_level": 69,
+        "innovation_score": 73,
+        "content": "the healthtech industry in india continues to expand. hetech78 exemplifies wearables, aligning with market trends. adoption of new strategies and technologies is key. estimated growth rate 24%, with medium risk level."
+    },
+    {
+        "id": "doc_027",
+        "domain": "HealthTech",
+        "category": "Startup Case Study",
+        "year": 2024,
+        "region": "Global",
+        "growth_rate": 29,
+        "funding_stage": "Seed",
+        "risk_level": "Low",
+        "market_potential": 77,
+        "competition_level": 29,
+        "innovation_score": 78,
+        "content": "in 2024, hetech94 in global is driving wearables in the healthtech sector, which is facing regulatory evolution. focusing on startup case study, companies are tackling industry challenges with innovative approaches. current growth is around 29%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_028",
+        "domain": "HealthTech",
+        "category": "Startup Case Study",
+        "year": 2022,
+        "region": "Europe",
+        "growth_rate": 18,
+        "funding_stage": "Series B",
+        "risk_level": "Low",
+        "market_potential": 91,
+        "competition_level": 90,
+        "innovation_score": 77,
+        "content": "the healthtech industry in europe continues to expand. hetech40 exemplifies wearables, aligning with startup case study. adoption of new strategies and technologies is key. estimated growth rate 18%, with low risk level."
+    },
+    {
+        "id": "doc_029",
+        "domain": "HealthTech",
+        "category": "Industry Analysis",
+        "year": 2022,
+        "region": "Global",
+        "growth_rate": 32,
+        "funding_stage": "Series C",
+        "risk_level": "High",
+        "market_potential": 96,
+        "competition_level": 21,
+        "innovation_score": 64,
+        "content": "in 2022, hetech4 in global is driving telemedicine in the healthtech sector, which is benefiting from digital adoption. focusing on industry analysis, companies are tackling industry challenges with innovative approaches. current growth is around 32%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_030",
+        "domain": "HealthTech",
+        "category": "Industry Analysis",
+        "year": 2021,
+        "region": "India",
+        "growth_rate": 25,
+        "funding_stage": "Series B",
+        "risk_level": "High",
+        "market_potential": 89,
+        "competition_level": 63,
+        "innovation_score": 94,
+        "content": "the healthtech industry in india continues to expand. hetech85 exemplifies telemedicine, aligning with industry analysis. adoption of new strategies and technologies is key. estimated growth rate 25%, with high risk level."
+    },
+    {
+        "id": "doc_031",
+        "domain": "HealthTech",
+        "category": "Challenges",
+        "year": 2024,
+        "region": "India",
+        "growth_rate": 11,
+        "funding_stage": "Series B",
+        "risk_level": "Low",
+        "market_potential": 100,
+        "competition_level": 46,
+        "innovation_score": 62,
+        "content": "in 2024, hetech55 in india is driving ai imaging in the healthtech sector, which is witnessing accelerated innovation. focusing on challenges, companies are tackling industry challenges with innovative approaches. current growth is around 11%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_032",
+        "domain": "HealthTech",
+        "category": "Challenges",
+        "year": 2021,
+        "region": "North America",
+        "growth_rate": 18,
+        "funding_stage": "Series C",
+        "risk_level": "High",
+        "market_potential": 54,
+        "competition_level": 44,
+        "innovation_score": 42,
+        "content": "the healthtech industry in north america continues to expand. hetech34 exemplifies wearables, aligning with challenges. adoption of new strategies and technologies is key. estimated growth rate 18%, with high risk level."
+    },
+    {
+        "id": "doc_033",
+        "domain": "HealthTech",
+        "category": "Investment Insights",
+        "year": 2022,
+        "region": "North America",
+        "growth_rate": 33,
+        "funding_stage": "Series C",
+        "risk_level": "High",
+        "market_potential": 69,
+        "competition_level": 75,
+        "innovation_score": 49,
+        "content": "in 2022, hetech81 in north america is driving remote diagnostics in the healthtech sector, which is benefiting from digital adoption. focusing on investment insights, companies are tackling industry challenges with innovative approaches. current growth is around 33%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_034",
+        "domain": "HealthTech",
+        "category": "Investment Insights",
+        "year": 2023,
+        "region": "Europe",
+        "growth_rate": 32,
+        "funding_stage": "Series B",
+        "risk_level": "Medium",
+        "market_potential": 95,
+        "competition_level": 27,
+        "innovation_score": 89,
+        "content": "the healthtech industry in europe continues to expand. hetech30 exemplifies ai imaging, aligning with investment insights. adoption of new strategies and technologies is key. estimated growth rate 32%, with medium risk level."
+    },
+    {
+        "id": "doc_035",
+        "domain": "HealthTech",
+        "category": "Opportunities",
+        "year": 2021,
+        "region": "Europe",
+        "growth_rate": 10,
+        "funding_stage": "Seed",
+        "risk_level": "Medium",
+        "market_potential": 60,
+        "competition_level": 26,
+        "innovation_score": 82,
+        "content": "in 2021, hetech97 in europe is driving ai imaging in the healthtech sector, which is benefiting from digital adoption. focusing on opportunities, companies are tackling industry challenges with innovative approaches. current growth is around 10%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_036",
+        "domain": "HealthTech",
+        "category": "Opportunities",
+        "year": 2022,
+        "region": "Global",
+        "growth_rate": 19,
+        "funding_stage": "Seed",
+        "risk_level": "Low",
+        "market_potential": 80,
+        "competition_level": 32,
+        "innovation_score": 65,
+        "content": "the healthtech industry in global continues to expand. hetech7 exemplifies wearables, aligning with opportunities. adoption of new strategies and technologies is key. estimated growth rate 19%, with low risk level."
+    },
+    {
+        "id": "doc_037",
+        "domain": "EdTech",
+        "category": "Market Trends",
+        "year": 2024,
+        "region": "India",
+        "growth_rate": 27,
+        "funding_stage": "Series A",
+        "risk_level": "Low",
+        "market_potential": 75,
+        "competition_level": 20,
+        "innovation_score": 43,
+        "content": "in 2024, edtech9 in india is driving adaptive learning in the edtech sector, which is experiencing rapid scalability. focusing on market trends, companies are tackling industry challenges with innovative approaches. current growth is around 27%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_038",
+        "domain": "EdTech",
+        "category": "Market Trends",
+        "year": 2021,
+        "region": "Asia-Pacific",
+        "growth_rate": 30,
+        "funding_stage": "Seed",
+        "risk_level": "Low",
+        "market_potential": 57,
+        "competition_level": 64,
+        "innovation_score": 52,
+        "content": "the edtech industry in asiapacific continues to expand. edtech51 exemplifies virtual classrooms, aligning with market trends. adoption of new strategies and technologies is key. estimated growth rate 30%, with low risk level."
+    },
+    {
+        "id": "doc_039",
+        "domain": "EdTech",
+        "category": "Startup Case Study",
+        "year": 2024,
+        "region": "Global",
+        "growth_rate": 8,
+        "funding_stage": "Series C",
+        "risk_level": "Low",
+        "market_potential": 96,
+        "competition_level": 51,
+        "innovation_score": 46,
+        "content": "in 2024, edtech36 in global is driving online courses in the edtech sector, which is undergoing structural transformation. focusing on startup case study, companies are tackling industry challenges with innovative approaches. current growth is around 8%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_040",
+        "domain": "EdTech",
+        "category": "Startup Case Study",
+        "year": 2023,
+        "region": "Europe",
+        "growth_rate": 20,
+        "funding_stage": "Series A",
+        "risk_level": "High",
+        "market_potential": 78,
+        "competition_level": 21,
+        "innovation_score": 55,
+        "content": "the edtech industry in europe continues to expand. edtech19 exemplifies gamification, aligning with startup case study. adoption of new strategies and technologies is key. estimated growth rate 20%, with high risk level."
+    },
+    {
+        "id": "doc_041",
+        "domain": "EdTech",
+        "category": "Industry Analysis",
+        "year": 2021,
+        "region": "North America",
+        "growth_rate": 29,
+        "funding_stage": "Seed",
+        "risk_level": "Medium",
+        "market_potential": 55,
+        "competition_level": 59,
+        "innovation_score": 71,
+        "content": "in 2021, edtech62 in north america is driving gamification in the edtech sector, which is benefiting from digital adoption. focusing on industry analysis, companies are tackling industry challenges with innovative approaches. current growth is around 29%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_042",
+        "domain": "EdTech",
+        "category": "Industry Analysis",
+        "year": 2024,
+        "region": "Asia-Pacific",
+        "growth_rate": 34,
+        "funding_stage": "Series C",
+        "risk_level": "High",
+        "market_potential": 85,
+        "competition_level": 37,
+        "innovation_score": 42,
+        "content": "the edtech industry in asiapacific continues to expand. edtech93 exemplifies virtual classrooms, aligning with industry analysis. adoption of new strategies and technologies is key. estimated growth rate 34%, with high risk level."
+    },
+    {
+        "id": "doc_043",
+        "domain": "EdTech",
+        "category": "Challenges",
+        "year": 2023,
+        "region": "Europe",
+        "growth_rate": 24,
+        "funding_stage": "Seed",
+        "risk_level": "Low",
+        "market_potential": 64,
+        "competition_level": 25,
+        "innovation_score": 95,
+        "content": "in 2023, edtech99 in europe is driving virtual classrooms in the edtech sector, which is benefiting from digital adoption. focusing on challenges, companies are tackling industry challenges with innovative approaches. current growth is around 24%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_044",
+        "domain": "EdTech",
+        "category": "Challenges",
+        "year": 2024,
+        "region": "North America",
+        "growth_rate": 14,
+        "funding_stage": "Series C",
+        "risk_level": "High",
+        "market_potential": 59,
+        "competition_level": 32,
+        "innovation_score": 98,
+        "content": "the edtech industry in north america continues to expand. edtech49 exemplifies adaptive learning, aligning with challenges. adoption of new strategies and technologies is key. estimated growth rate 14%, with high risk level."
+    },
+    {
+        "id": "doc_045",
+        "domain": "EdTech",
+        "category": "Investment Insights",
+        "year": 2024,
+        "region": "Europe",
+        "growth_rate": 26,
+        "funding_stage": "Series B",
+        "risk_level": "Low",
+        "market_potential": 100,
+        "competition_level": 31,
+        "innovation_score": 43,
+        "content": "in 2024, edtech4 in europe is driving online courses in the edtech sector, which is facing regulatory evolution. focusing on investment insights, companies are tackling industry challenges with innovative approaches. current growth is around 26%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_046",
+        "domain": "EdTech",
+        "category": "Investment Insights",
+        "year": 2022,
+        "region": "India",
+        "growth_rate": 31,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "High",
+        "market_potential": 96,
+        "competition_level": 69,
+        "innovation_score": 75,
+        "content": "the edtech industry in india continues to expand. edtech49 exemplifies adaptive learning, aligning with investment insights. adoption of new strategies and technologies is key. estimated growth rate 31%, with high risk level."
+    },
+    {
+        "id": "doc_047",
+        "domain": "EdTech",
+        "category": "Opportunities",
+        "year": 2022,
+        "region": "North America",
+        "growth_rate": 34,
+        "funding_stage": "Seed",
+        "risk_level": "Low",
+        "market_potential": 52,
+        "competition_level": 52,
+        "innovation_score": 79,
+        "content": "in 2022, edtech64 in north america is driving virtual classrooms in the edtech sector, which is benefiting from digital adoption. focusing on opportunities, companies are tackling industry challenges with innovative approaches. current growth is around 34%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_048",
+        "domain": "EdTech",
+        "category": "Opportunities",
+        "year": 2021,
+        "region": "North America",
+        "growth_rate": 19,
+        "funding_stage": "Series A",
+        "risk_level": "Low",
+        "market_potential": 65,
+        "competition_level": 82,
+        "innovation_score": 50,
+        "content": "the edtech industry in north america continues to expand. edtech98 exemplifies adaptive learning, aligning with opportunities. adoption of new strategies and technologies is key. estimated growth rate 19%, with low risk level."
+    },
+    {
+        "id": "doc_049",
+        "domain": "E-commerce",
+        "category": "Market Trends",
+        "year": 2021,
+        "region": "Global",
+        "growth_rate": 23,
+        "funding_stage": "Series C",
+        "risk_level": "High",
+        "market_potential": 84,
+        "competition_level": 62,
+        "innovation_score": 47,
+        "content": "in 2021, etech91 in global is driving marketplace expansion in the ecommerce sector, which is attracting significant venture capital. focusing on market trends, companies are tackling industry challenges with innovative approaches. current growth is around 23%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_050",
+        "domain": "E-commerce",
+        "category": "Market Trends",
+        "year": 2021,
+        "region": "Europe",
+        "growth_rate": 11,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "High",
+        "market_potential": 56,
+        "competition_level": 66,
+        "innovation_score": 52,
+        "content": "the ecommerce industry in europe continues to expand. etech67 exemplifies marketplace expansion, aligning with market trends. adoption of new strategies and technologies is key. estimated growth rate 11%, with high risk level."
+    },
+    {
+        "id": "doc_051",
+        "domain": "E-commerce",
+        "category": "Startup Case Study",
+        "year": 2021,
+        "region": "North America",
+        "growth_rate": 19,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "Low",
+        "market_potential": 95,
+        "competition_level": 56,
+        "innovation_score": 74,
+        "content": "in 2021, etech32 in north america is driving lastmile delivery in the ecommerce sector, which is undergoing structural transformation. focusing on startup case study, companies are tackling industry challenges with innovative approaches. current growth is around 19%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_052",
+        "domain": "E-commerce",
+        "category": "Startup Case Study",
+        "year": 2024,
+        "region": "Global",
+        "growth_rate": 15,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "Medium",
+        "market_potential": 94,
+        "competition_level": 43,
+        "innovation_score": 85,
+        "content": "the ecommerce industry in global continues to expand. etech94 exemplifies ar shopping, aligning with startup case study. adoption of new strategies and technologies is key. estimated growth rate 15%, with medium risk level."
+    },
+    {
+        "id": "doc_053",
+        "domain": "E-commerce",
+        "category": "Industry Analysis",
+        "year": 2024,
+        "region": "Europe",
+        "growth_rate": 15,
+        "funding_stage": "Series A",
+        "risk_level": "Medium",
+        "market_potential": 67,
+        "competition_level": 35,
+        "innovation_score": 78,
+        "content": "in 2024, etech46 in europe is driving lastmile delivery in the ecommerce sector, which is witnessing accelerated innovation. focusing on industry analysis, companies are tackling industry challenges with innovative approaches. current growth is around 15%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_054",
+        "domain": "E-commerce",
+        "category": "Industry Analysis",
+        "year": 2023,
+        "region": "Europe",
+        "growth_rate": 9,
+        "funding_stage": "Series A",
+        "risk_level": "High",
+        "market_potential": 68,
+        "competition_level": 72,
+        "innovation_score": 45,
+        "content": "the ecommerce industry in europe continues to expand. etech57 exemplifies lastmile delivery, aligning with industry analysis. adoption of new strategies and technologies is key. estimated growth rate 9%, with high risk level."
+    },
+    {
+        "id": "doc_055",
+        "domain": "E-commerce",
+        "category": "Challenges",
+        "year": 2022,
+        "region": "Asia-Pacific",
+        "growth_rate": 16,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "Medium",
+        "market_potential": 75,
+        "competition_level": 67,
+        "innovation_score": 88,
+        "content": "in 2022, etech85 in asiapacific is driving lastmile delivery in the ecommerce sector, which is witnessing accelerated innovation. focusing on challenges, companies are tackling industry challenges with innovative approaches. current growth is around 16%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_056",
+        "domain": "E-commerce",
+        "category": "Challenges",
+        "year": 2023,
+        "region": "North America",
+        "growth_rate": 35,
+        "funding_stage": "Series A",
+        "risk_level": "High",
+        "market_potential": 80,
+        "competition_level": 83,
+        "innovation_score": 76,
+        "content": "the ecommerce industry in north america continues to expand. etech47 exemplifies ar shopping, aligning with challenges. adoption of new strategies and technologies is key. estimated growth rate 35%, with high risk level."
+    },
+    {
+        "id": "doc_057",
+        "domain": "E-commerce",
+        "category": "Investment Insights",
+        "year": 2021,
+        "region": "North America",
+        "growth_rate": 26,
+        "funding_stage": "Series B",
+        "risk_level": "Medium",
+        "market_potential": 71,
+        "competition_level": 56,
+        "innovation_score": 44,
+        "content": "in 2021, etech71 in north america is driving lastmile delivery in the ecommerce sector, which is benefiting from digital adoption. focusing on investment insights, companies are tackling industry challenges with innovative approaches. current growth is around 26%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_058",
+        "domain": "E-commerce",
+        "category": "Investment Insights",
+        "year": 2024,
+        "region": "Europe",
+        "growth_rate": 29,
+        "funding_stage": "Seed",
+        "risk_level": "Low",
+        "market_potential": 92,
+        "competition_level": 62,
+        "innovation_score": 61,
+        "content": "the ecommerce industry in europe continues to expand. etech66 exemplifies ar shopping, aligning with investment insights. adoption of new strategies and technologies is key. estimated growth rate 29%, with low risk level."
+    },
+    {
+        "id": "doc_059",
+        "domain": "E-commerce",
+        "category": "Opportunities",
+        "year": 2022,
+        "region": "Global",
+        "growth_rate": 10,
+        "funding_stage": "Series C",
+        "risk_level": "Medium",
+        "market_potential": 99,
+        "competition_level": 46,
+        "innovation_score": 46,
+        "content": "in 2022, etech76 in global is driving lastmile delivery in the ecommerce sector, which is experiencing rapid scalability. focusing on opportunities, companies are tackling industry challenges with innovative approaches. current growth is around 10%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_060",
+        "domain": "E-commerce",
+        "category": "Opportunities",
+        "year": 2022,
+        "region": "Global",
+        "growth_rate": 30,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "High",
+        "market_potential": 91,
+        "competition_level": 31,
+        "innovation_score": 98,
+        "content": "the ecommerce industry in global continues to expand. etech69 exemplifies dynamic pricing, aligning with opportunities. adoption of new strategies and technologies is key. estimated growth rate 30%, with high risk level."
+    },
+    {
+        "id": "doc_061",
+        "domain": "SaaS",
+        "category": "Market Trends",
+        "year": 2024,
+        "region": "North America",
+        "growth_rate": 21,
+        "funding_stage": "Series C",
+        "risk_level": "Low",
+        "market_potential": 55,
+        "competition_level": 74,
+        "innovation_score": 100,
+        "content": "in 2024, satech37 in north america is driving enterprise adoption in the saas sector, which is witnessing accelerated innovation. focusing on market trends, companies are tackling industry challenges with innovative approaches. current growth is around 21%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_062",
+        "domain": "SaaS",
+        "category": "Market Trends",
+        "year": 2021,
+        "region": "North America",
+        "growth_rate": 16,
+        "funding_stage": "Series A",
+        "risk_level": "Low",
+        "market_potential": 91,
+        "competition_level": 86,
+        "innovation_score": 75,
+        "content": "the saas industry in north america continues to expand. satech4 exemplifies microservices, aligning with market trends. adoption of new strategies and technologies is key. estimated growth rate 16%, with low risk level."
+    },
+    {
+        "id": "doc_063",
+        "domain": "SaaS",
+        "category": "Startup Case Study",
+        "year": 2021,
+        "region": "India",
+        "growth_rate": 21,
+        "funding_stage": "Seed",
+        "risk_level": "High",
+        "market_potential": 72,
+        "competition_level": 31,
+        "innovation_score": 82,
+        "content": "in 2021, satech64 in india is driving cloud integration in the saas sector, which is experiencing rapid scalability. focusing on startup case study, companies are tackling industry challenges with innovative approaches. current growth is around 21%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_064",
+        "domain": "SaaS",
+        "category": "Startup Case Study",
+        "year": 2022,
+        "region": "Europe",
+        "growth_rate": 25,
+        "funding_stage": "Series C",
+        "risk_level": "High",
+        "market_potential": 92,
+        "competition_level": 27,
+        "innovation_score": 78,
+        "content": "the saas industry in europe continues to expand. satech54 exemplifies microservices, aligning with startup case study. adoption of new strategies and technologies is key. estimated growth rate 25%, with high risk level."
+    },
+    {
+        "id": "doc_065",
+        "domain": "SaaS",
+        "category": "Industry Analysis",
+        "year": 2021,
+        "region": "North America",
+        "growth_rate": 32,
+        "funding_stage": "Series B",
+        "risk_level": "Medium",
+        "market_potential": 94,
+        "competition_level": 73,
+        "innovation_score": 80,
+        "content": "in 2021, satech57 in north america is driving enterprise adoption in the saas sector, which is attracting significant venture capital. focusing on industry analysis, companies are tackling industry challenges with innovative approaches. current growth is around 32%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_066",
+        "domain": "SaaS",
+        "category": "Industry Analysis",
+        "year": 2024,
+        "region": "North America",
+        "growth_rate": 33,
+        "funding_stage": "Series A",
+        "risk_level": "Low",
+        "market_potential": 97,
+        "competition_level": 56,
+        "innovation_score": 45,
+        "content": "the saas industry in north america continues to expand. satech64 exemplifies enterprise adoption, aligning with industry analysis. adoption of new strategies and technologies is key. estimated growth rate 33%, with low risk level."
+    },
+    {
+        "id": "doc_067",
+        "domain": "SaaS",
+        "category": "Challenges",
+        "year": 2022,
+        "region": "Asia-Pacific",
+        "growth_rate": 26,
+        "funding_stage": "Series C",
+        "risk_level": "Medium",
+        "market_potential": 81,
+        "competition_level": 64,
+        "innovation_score": 54,
+        "content": "in 2022, satech70 in asiapacific is driving cloud integration in the saas sector, which is witnessing accelerated innovation. focusing on challenges, companies are tackling industry challenges with innovative approaches. current growth is around 26%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_068",
+        "domain": "SaaS",
+        "category": "Challenges",
+        "year": 2024,
+        "region": "India",
+        "growth_rate": 26,
+        "funding_stage": "Series A",
+        "risk_level": "High",
+        "market_potential": 100,
+        "competition_level": 57,
+        "innovation_score": 54,
+        "content": "the saas industry in india continues to expand. satech93 exemplifies subscription models, aligning with challenges. adoption of new strategies and technologies is key. estimated growth rate 26%, with high risk level."
+    },
+    {
+        "id": "doc_069",
+        "domain": "SaaS",
+        "category": "Investment Insights",
+        "year": 2023,
+        "region": "India",
+        "growth_rate": 24,
+        "funding_stage": "Series B",
+        "risk_level": "High",
+        "market_potential": 74,
+        "competition_level": 77,
+        "innovation_score": 58,
+        "content": "in 2023, satech16 in india is driving enterprise adoption in the saas sector, which is benefiting from digital adoption. focusing on investment insights, companies are tackling industry challenges with innovative approaches. current growth is around 24%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_070",
+        "domain": "SaaS",
+        "category": "Investment Insights",
+        "year": 2023,
+        "region": "Global",
+        "growth_rate": 13,
+        "funding_stage": "Series B",
+        "risk_level": "Low",
+        "market_potential": 83,
+        "competition_level": 37,
+        "innovation_score": 42,
+        "content": "the saas industry in global continues to expand. satech65 exemplifies cloud integration, aligning with investment insights. adoption of new strategies and technologies is key. estimated growth rate 13%, with low risk level."
+    },
+    {
+        "id": "doc_071",
+        "domain": "SaaS",
+        "category": "Opportunities",
+        "year": 2024,
+        "region": "Global",
+        "growth_rate": 9,
+        "funding_stage": "Series A",
+        "risk_level": "Medium",
+        "market_potential": 89,
+        "competition_level": 55,
+        "innovation_score": 66,
+        "content": "in 2024, satech15 in global is driving enterprise adoption in the saas sector, which is witnessing accelerated innovation. focusing on opportunities, companies are tackling industry challenges with innovative approaches. current growth is around 9%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_072",
+        "domain": "SaaS",
+        "category": "Opportunities",
+        "year": 2023,
+        "region": "North America",
+        "growth_rate": 16,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "High",
+        "market_potential": 60,
+        "competition_level": 57,
+        "innovation_score": 53,
+        "content": "the saas industry in north america continues to expand. satech61 exemplifies microservices, aligning with opportunities. adoption of new strategies and technologies is key. estimated growth rate 16%, with high risk level."
+    },
+    {
+        "id": "doc_073",
+        "domain": "Sustainability",
+        "category": "Market Trends",
+        "year": 2024,
+        "region": "Asia-Pacific",
+        "growth_rate": 18,
+        "funding_stage": "Seed",
+        "risk_level": "Medium",
+        "market_potential": 58,
+        "competition_level": 79,
+        "innovation_score": 82,
+        "content": "in 2024, sutech11 in asiapacific is driving renewable energy in the sustainability sector, which is witnessing accelerated innovation. focusing on market trends, companies are tackling industry challenges with innovative approaches. current growth is around 18%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_074",
+        "domain": "Sustainability",
+        "category": "Market Trends",
+        "year": 2021,
+        "region": "Global",
+        "growth_rate": 10,
+        "funding_stage": "Series B",
+        "risk_level": "High",
+        "market_potential": 78,
+        "competition_level": 28,
+        "innovation_score": 40,
+        "content": "the sustainability industry in global continues to expand. sutech10 exemplifies carbon offset, aligning with market trends. adoption of new strategies and technologies is key. estimated growth rate 10%, with high risk level."
+    },
+    {
+        "id": "doc_075",
+        "domain": "Sustainability",
+        "category": "Startup Case Study",
+        "year": 2024,
+        "region": "Europe",
+        "growth_rate": 17,
+        "funding_stage": "Series C",
+        "risk_level": "Medium",
+        "market_potential": 53,
+        "competition_level": 60,
+        "innovation_score": 62,
+        "content": "in 2024, sutech79 in europe is driving green logistics in the sustainability sector, which is experiencing rapid scalability. focusing on startup case study, companies are tackling industry challenges with innovative approaches. current growth is around 17%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_076",
+        "domain": "Sustainability",
+        "category": "Startup Case Study",
+        "year": 2023,
+        "region": "Global",
+        "growth_rate": 18,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "High",
+        "market_potential": 51,
+        "competition_level": 72,
+        "innovation_score": 54,
+        "content": "the sustainability industry in global continues to expand. sutech32 exemplifies green logistics, aligning with startup case study. adoption of new strategies and technologies is key. estimated growth rate 18%, with high risk level."
+    },
+    {
+        "id": "doc_077",
+        "domain": "Sustainability",
+        "category": "Industry Analysis",
+        "year": 2023,
+        "region": "India",
+        "growth_rate": 23,
+        "funding_stage": "Series A",
+        "risk_level": "Medium",
+        "market_potential": 93,
+        "competition_level": 26,
+        "innovation_score": 54,
+        "content": "in 2023, sutech69 in india is driving carbon offset in the sustainability sector, which is witnessing accelerated innovation. focusing on industry analysis, companies are tackling industry challenges with innovative approaches. current growth is around 23%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_078",
+        "domain": "Sustainability",
+        "category": "Industry Analysis",
+        "year": 2022,
+        "region": "Asia-Pacific",
+        "growth_rate": 33,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "High",
+        "market_potential": 88,
+        "competition_level": 80,
+        "innovation_score": 93,
+        "content": "the sustainability industry in asiapacific continues to expand. sutech62 exemplifies ecoinnovation, aligning with industry analysis. adoption of new strategies and technologies is key. estimated growth rate 33%, with high risk level."
+    },
+    {
+        "id": "doc_079",
+        "domain": "Sustainability",
+        "category": "Challenges",
+        "year": 2021,
+        "region": "Global",
+        "growth_rate": 24,
+        "funding_stage": "Series B",
+        "risk_level": "High",
+        "market_potential": 98,
+        "competition_level": 45,
+        "innovation_score": 46,
+        "content": "in 2021, sutech94 in global is driving green logistics in the sustainability sector, which is benefiting from digital adoption. focusing on challenges, companies are tackling industry challenges with innovative approaches. current growth is around 24%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_080",
+        "domain": "Sustainability",
+        "category": "Challenges",
+        "year": 2024,
+        "region": "Europe",
+        "growth_rate": 32,
+        "funding_stage": "Series A",
+        "risk_level": "High",
+        "market_potential": 62,
+        "competition_level": 64,
+        "innovation_score": 98,
+        "content": "the sustainability industry in europe continues to expand. sutech2 exemplifies ecoinnovation, aligning with challenges. adoption of new strategies and technologies is key. estimated growth rate 32%, with high risk level."
+    },
+    {
+        "id": "doc_081",
+        "domain": "Sustainability",
+        "category": "Investment Insights",
+        "year": 2023,
+        "region": "India",
+        "growth_rate": 16,
+        "funding_stage": "Series A",
+        "risk_level": "Medium",
+        "market_potential": 89,
+        "competition_level": 85,
+        "innovation_score": 49,
+        "content": "in 2023, sutech65 in india is driving carbon offset in the sustainability sector, which is facing regulatory evolution. focusing on investment insights, companies are tackling industry challenges with innovative approaches. current growth is around 16%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_082",
+        "domain": "Sustainability",
+        "category": "Investment Insights",
+        "year": 2024,
+        "region": "Global",
+        "growth_rate": 13,
+        "funding_stage": "Series C",
+        "risk_level": "Medium",
+        "market_potential": 78,
+        "competition_level": 46,
+        "innovation_score": 70,
+        "content": "the sustainability industry in global continues to expand. sutech64 exemplifies ecoinnovation, aligning with investment insights. adoption of new strategies and technologies is key. estimated growth rate 13%, with medium risk level."
+    },
+    {
+        "id": "doc_083",
+        "domain": "Sustainability",
+        "category": "Opportunities",
+        "year": 2021,
+        "region": "India",
+        "growth_rate": 18,
+        "funding_stage": "Seed",
+        "risk_level": "Medium",
+        "market_potential": 91,
+        "competition_level": 80,
+        "innovation_score": 44,
+        "content": "in 2021, sutech42 in india is driving renewable energy in the sustainability sector, which is undergoing structural transformation. focusing on opportunities, companies are tackling industry challenges with innovative approaches. current growth is around 18%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_084",
+        "domain": "Sustainability",
+        "category": "Opportunities",
+        "year": 2023,
+        "region": "Global",
+        "growth_rate": 16,
+        "funding_stage": "Seed",
+        "risk_level": "Medium",
+        "market_potential": 97,
+        "competition_level": 46,
+        "innovation_score": 90,
+        "content": "the sustainability industry in global continues to expand. sutech71 exemplifies renewable energy, aligning with opportunities. adoption of new strategies and technologies is key. estimated growth rate 16%, with medium risk level."
+    },
+    {
+        "id": "doc_085",
+        "domain": "Agriculture",
+        "category": "Market Trends",
+        "year": 2023,
+        "region": "Global",
+        "growth_rate": 12,
+        "funding_stage": "Series B",
+        "risk_level": "High",
+        "market_potential": 70,
+        "competition_level": 23,
+        "innovation_score": 65,
+        "content": "in 2023, agtech88 in global is driving precision farming in the agriculture sector, which is benefiting from digital adoption. focusing on market trends, companies are tackling industry challenges with innovative approaches. current growth is around 12%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_086",
+        "domain": "Agriculture",
+        "category": "Market Trends",
+        "year": 2024,
+        "region": "Asia-Pacific",
+        "growth_rate": 11,
+        "funding_stage": "Series C",
+        "risk_level": "Low",
+        "market_potential": 62,
+        "competition_level": 88,
+        "innovation_score": 49,
+        "content": "the agriculture industry in asiapacific continues to expand. agtech18 exemplifies agridrones, aligning with market trends. adoption of new strategies and technologies is key. estimated growth rate 11%, with low risk level."
+    },
+    {
+        "id": "doc_087",
+        "domain": "Agriculture",
+        "category": "Startup Case Study",
+        "year": 2021,
+        "region": "Asia-Pacific",
+        "growth_rate": 24,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "Low",
+        "market_potential": 82,
+        "competition_level": 52,
+        "innovation_score": 47,
+        "content": "in 2021, agtech2 in asiapacific is driving precision farming in the agriculture sector, which is witnessing accelerated innovation. focusing on startup case study, companies are tackling industry challenges with innovative approaches. current growth is around 24%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_088",
+        "domain": "Agriculture",
+        "category": "Startup Case Study",
+        "year": 2024,
+        "region": "Asia-Pacific",
+        "growth_rate": 25,
+        "funding_stage": "Series A",
+        "risk_level": "Medium",
+        "market_potential": 54,
+        "competition_level": 51,
+        "innovation_score": 79,
+        "content": "the agriculture industry in asiapacific continues to expand. agtech49 exemplifies precision farming, aligning with startup case study. adoption of new strategies and technologies is key. estimated growth rate 25%, with medium risk level."
+    },
+    {
+        "id": "doc_089",
+        "domain": "Agriculture",
+        "category": "Industry Analysis",
+        "year": 2023,
+        "region": "Asia-Pacific",
+        "growth_rate": 9,
+        "funding_stage": "Series B",
+        "risk_level": "High",
+        "market_potential": 77,
+        "competition_level": 39,
+        "innovation_score": 77,
+        "content": "in 2023, agtech1 in asiapacific is driving precision farming in the agriculture sector, which is witnessing accelerated innovation. focusing on industry analysis, companies are tackling industry challenges with innovative approaches. current growth is around 9%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_090",
+        "domain": "Agriculture",
+        "category": "Industry Analysis",
+        "year": 2022,
+        "region": "Global",
+        "growth_rate": 19,
+        "funding_stage": "Series A",
+        "risk_level": "Low",
+        "market_potential": 100,
+        "competition_level": 31,
+        "innovation_score": 57,
+        "content": "the agriculture industry in global continues to expand. agtech62 exemplifies vertical farming, aligning with industry analysis. adoption of new strategies and technologies is key. estimated growth rate 19%, with low risk level."
+    },
+    {
+        "id": "doc_091",
+        "domain": "Agriculture",
+        "category": "Challenges",
+        "year": 2023,
+        "region": "Europe",
+        "growth_rate": 12,
+        "funding_stage": "Series B",
+        "risk_level": "High",
+        "market_potential": 100,
+        "competition_level": 40,
+        "innovation_score": 62,
+        "content": "in 2023, agtech48 in europe is driving vertical farming in the agriculture sector, which is undergoing structural transformation. focusing on challenges, companies are tackling industry challenges with innovative approaches. current growth is around 12%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_092",
+        "domain": "Agriculture",
+        "category": "Challenges",
+        "year": 2024,
+        "region": "India",
+        "growth_rate": 11,
+        "funding_stage": "Seed",
+        "risk_level": "Low",
+        "market_potential": 73,
+        "competition_level": 71,
+        "innovation_score": 53,
+        "content": "the agriculture industry in india continues to expand. agtech4 exemplifies smart irrigation, aligning with challenges. adoption of new strategies and technologies is key. estimated growth rate 11%, with low risk level."
+    },
+    {
+        "id": "doc_093",
+        "domain": "Agriculture",
+        "category": "Investment Insights",
+        "year": 2024,
+        "region": "Asia-Pacific",
+        "growth_rate": 12,
+        "funding_stage": "Seed",
+        "risk_level": "Low",
+        "market_potential": 95,
+        "competition_level": 52,
+        "innovation_score": 52,
+        "content": "in 2024, agtech10 in asiapacific is driving agridrones in the agriculture sector, which is undergoing structural transformation. focusing on investment insights, companies are tackling industry challenges with innovative approaches. current growth is around 12%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_094",
+        "domain": "Agriculture",
+        "category": "Investment Insights",
+        "year": 2024,
+        "region": "Global",
+        "growth_rate": 12,
+        "funding_stage": "Series C",
+        "risk_level": "High",
+        "market_potential": 64,
+        "competition_level": 87,
+        "innovation_score": 42,
+        "content": "the agriculture industry in global continues to expand. agtech57 exemplifies smart irrigation, aligning with investment insights. adoption of new strategies and technologies is key. estimated growth rate 12%, with high risk level."
+    },
+    {
+        "id": "doc_095",
+        "domain": "Agriculture",
+        "category": "Opportunities",
+        "year": 2023,
+        "region": "North America",
+        "growth_rate": 31,
+        "funding_stage": "Seed",
+        "risk_level": "Medium",
+        "market_potential": 55,
+        "competition_level": 74,
+        "innovation_score": 76,
+        "content": "in 2023, agtech93 in north america is driving vertical farming in the agriculture sector, which is benefiting from digital adoption. focusing on opportunities, companies are tackling industry challenges with innovative approaches. current growth is around 31%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_096",
+        "domain": "Agriculture",
+        "category": "Opportunities",
+        "year": 2023,
+        "region": "Asia-Pacific",
+        "growth_rate": 8,
+        "funding_stage": "Series A",
+        "risk_level": "High",
+        "market_potential": 60,
+        "competition_level": 65,
+        "innovation_score": 61,
+        "content": "the agriculture industry in asiapacific continues to expand. agtech26 exemplifies precision farming, aligning with opportunities. adoption of new strategies and technologies is key. estimated growth rate 8%, with high risk level."
+    },
+    {
+        "id": "doc_097",
+        "domain": "Manufacturing",
+        "category": "Market Trends",
+        "year": 2022,
+        "region": "Europe",
+        "growth_rate": 21,
+        "funding_stage": "Series A",
+        "risk_level": "High",
+        "market_potential": 69,
+        "competition_level": 21,
+        "innovation_score": 66,
+        "content": "in 2022, matech15 in europe is driving iotenabled factories in the manufacturing sector, which is witnessing accelerated innovation. focusing on market trends, companies are tackling industry challenges with innovative approaches. current growth is around 21%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_098",
+        "domain": "Manufacturing",
+        "category": "Market Trends",
+        "year": 2022,
+        "region": "Asia-Pacific",
+        "growth_rate": 26,
+        "funding_stage": "Series A",
+        "risk_level": "High",
+        "market_potential": 93,
+        "competition_level": 47,
+        "innovation_score": 68,
+        "content": "the manufacturing industry in asiapacific continues to expand. matech73 exemplifies iotenabled factories, aligning with market trends. adoption of new strategies and technologies is key. estimated growth rate 26%, with high risk level."
+    },
+    {
+        "id": "doc_099",
+        "domain": "Manufacturing",
+        "category": "Startup Case Study",
+        "year": 2023,
+        "region": "Europe",
+        "growth_rate": 13,
+        "funding_stage": "Series C",
+        "risk_level": "High",
+        "market_potential": 75,
+        "competition_level": 64,
+        "innovation_score": 75,
+        "content": "in 2023, matech94 in europe is driving iotenabled factories in the manufacturing sector, which is facing regulatory evolution. focusing on startup case study, companies are tackling industry challenges with innovative approaches. current growth is around 13%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_100",
+        "domain": "Manufacturing",
+        "category": "Startup Case Study",
+        "year": 2024,
+        "region": "Global",
+        "growth_rate": 15,
+        "funding_stage": "Series B",
+        "risk_level": "Low",
+        "market_potential": 68,
+        "competition_level": 71,
+        "innovation_score": 75,
+        "content": "the manufacturing industry in global continues to expand. matech58 exemplifies automation, aligning with startup case study. adoption of new strategies and technologies is key. estimated growth rate 15%, with low risk level."
+    },
+    {
+        "id": "doc_101",
+        "domain": "Manufacturing",
+        "category": "Industry Analysis",
+        "year": 2021,
+        "region": "North America",
+        "growth_rate": 21,
+        "funding_stage": "Series A",
+        "risk_level": "Low",
+        "market_potential": 81,
+        "competition_level": 24,
+        "innovation_score": 57,
+        "content": "in 2021, matech6 in north america is driving 3d printing in the manufacturing sector, which is witnessing accelerated innovation. focusing on industry analysis, companies are tackling industry challenges with innovative approaches. current growth is around 21%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_102",
+        "domain": "Manufacturing",
+        "category": "Industry Analysis",
+        "year": 2023,
+        "region": "India",
+        "growth_rate": 20,
+        "funding_stage": "Seed",
+        "risk_level": "High",
+        "market_potential": 95,
+        "competition_level": 25,
+        "innovation_score": 96,
+        "content": "the manufacturing industry in india continues to expand. matech51 exemplifies 3d printing, aligning with industry analysis. adoption of new strategies and technologies is key. estimated growth rate 20%, with high risk level."
+    },
+    {
+        "id": "doc_103",
+        "domain": "Manufacturing",
+        "category": "Challenges",
+        "year": 2022,
+        "region": "Europe",
+        "growth_rate": 32,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "Low",
+        "market_potential": 92,
+        "competition_level": 87,
+        "innovation_score": 84,
+        "content": "in 2022, matech82 in europe is driving iotenabled factories in the manufacturing sector, which is witnessing accelerated innovation. focusing on challenges, companies are tackling industry challenges with innovative approaches. current growth is around 32%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_104",
+        "domain": "Manufacturing",
+        "category": "Challenges",
+        "year": 2023,
+        "region": "Europe",
+        "growth_rate": 28,
+        "funding_stage": "Series C",
+        "risk_level": "Low",
+        "market_potential": 55,
+        "competition_level": 56,
+        "innovation_score": 88,
+        "content": "the manufacturing industry in europe continues to expand. matech46 exemplifies iotenabled factories, aligning with challenges. adoption of new strategies and technologies is key. estimated growth rate 28%, with low risk level."
+    },
+    {
+        "id": "doc_105",
+        "domain": "Manufacturing",
+        "category": "Investment Insights",
+        "year": 2023,
+        "region": "Europe",
+        "growth_rate": 21,
+        "funding_stage": "Seed",
+        "risk_level": "Low",
+        "market_potential": 95,
+        "competition_level": 37,
+        "innovation_score": 65,
+        "content": "in 2023, matech42 in europe is driving iotenabled factories in the manufacturing sector, which is witnessing accelerated innovation. focusing on investment insights, companies are tackling industry challenges with innovative approaches. current growth is around 21%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_106",
+        "domain": "Manufacturing",
+        "category": "Investment Insights",
+        "year": 2023,
+        "region": "Asia-Pacific",
+        "growth_rate": 31,
+        "funding_stage": "Series B",
+        "risk_level": "Low",
+        "market_potential": 85,
+        "competition_level": 28,
+        "innovation_score": 71,
+        "content": "the manufacturing industry in asiapacific continues to expand. matech87 exemplifies automation, aligning with investment insights. adoption of new strategies and technologies is key. estimated growth rate 31%, with low risk level."
+    },
+    {
+        "id": "doc_107",
+        "domain": "Manufacturing",
+        "category": "Opportunities",
+        "year": 2021,
+        "region": "Global",
+        "growth_rate": 13,
+        "funding_stage": "Series A",
+        "risk_level": "Low",
+        "market_potential": 95,
+        "competition_level": 81,
+        "innovation_score": 70,
+        "content": "in 2021, matech39 in global is driving iotenabled factories in the manufacturing sector, which is attracting significant venture capital. focusing on opportunities, companies are tackling industry challenges with innovative approaches. current growth is around 13%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_108",
+        "domain": "Manufacturing",
+        "category": "Opportunities",
+        "year": 2021,
+        "region": "Asia-Pacific",
+        "growth_rate": 20,
+        "funding_stage": "Series A",
+        "risk_level": "Medium",
+        "market_potential": 75,
+        "competition_level": 72,
+        "innovation_score": 42,
+        "content": "the manufacturing industry in asiapacific continues to expand. matech30 exemplifies iotenabled factories, aligning with opportunities. adoption of new strategies and technologies is key. estimated growth rate 20%, with medium risk level."
+    },
+    {
+        "id": "doc_109",
+        "domain": "Logistics",
+        "category": "Market Trends",
+        "year": 2022,
+        "region": "India",
+        "growth_rate": 10,
+        "funding_stage": "Seed",
+        "risk_level": "Medium",
+        "market_potential": 69,
+        "competition_level": 70,
+        "innovation_score": 82,
+        "content": "in 2022, lotech66 in india is driving lastmile delivery in the logistics sector, which is attracting significant venture capital. focusing on market trends, companies are tackling industry challenges with innovative approaches. current growth is around 10%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_110",
+        "domain": "Logistics",
+        "category": "Market Trends",
+        "year": 2022,
+        "region": "India",
+        "growth_rate": 26,
+        "funding_stage": "Series C",
+        "risk_level": "Low",
+        "market_potential": 52,
+        "competition_level": 59,
+        "innovation_score": 100,
+        "content": "the logistics industry in india continues to expand. lotech63 exemplifies supply chain analytics, aligning with market trends. adoption of new strategies and technologies is key. estimated growth rate 26%, with low risk level."
+    },
+    {
+        "id": "doc_111",
+        "domain": "Logistics",
+        "category": "Startup Case Study",
+        "year": 2024,
+        "region": "Global",
+        "growth_rate": 25,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "High",
+        "market_potential": 92,
+        "competition_level": 67,
+        "innovation_score": 96,
+        "content": "in 2024, lotech53 in global is driving route optimization in the logistics sector, which is undergoing structural transformation. focusing on startup case study, companies are tackling industry challenges with innovative approaches. current growth is around 25%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_112",
+        "domain": "Logistics",
+        "category": "Startup Case Study",
+        "year": 2021,
+        "region": "North America",
+        "growth_rate": 27,
+        "funding_stage": "Series C",
+        "risk_level": "Medium",
+        "market_potential": 85,
+        "competition_level": 61,
+        "innovation_score": 41,
+        "content": "the logistics industry in north america continues to expand. lotech51 exemplifies route optimization, aligning with startup case study. adoption of new strategies and technologies is key. estimated growth rate 27%, with medium risk level."
+    },
+    {
+        "id": "doc_113",
+        "domain": "Logistics",
+        "category": "Industry Analysis",
+        "year": 2022,
+        "region": "Global",
+        "growth_rate": 28,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "High",
+        "market_potential": 52,
+        "competition_level": 62,
+        "innovation_score": 94,
+        "content": "in 2022, lotech92 in global is driving fleet management in the logistics sector, which is witnessing accelerated innovation. focusing on industry analysis, companies are tackling industry challenges with innovative approaches. current growth is around 28%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_114",
+        "domain": "Logistics",
+        "category": "Industry Analysis",
+        "year": 2023,
+        "region": "Europe",
+        "growth_rate": 11,
+        "funding_stage": "Series C",
+        "risk_level": "Low",
+        "market_potential": 68,
+        "competition_level": 48,
+        "innovation_score": 58,
+        "content": "the logistics industry in europe continues to expand. lotech55 exemplifies supply chain analytics, aligning with industry analysis. adoption of new strategies and technologies is key. estimated growth rate 11%, with low risk level."
+    },
+    {
+        "id": "doc_115",
+        "domain": "Logistics",
+        "category": "Challenges",
+        "year": 2022,
+        "region": "India",
+        "growth_rate": 25,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "Low",
+        "market_potential": 83,
+        "competition_level": 45,
+        "innovation_score": 67,
+        "content": "in 2022, lotech8 in india is driving route optimization in the logistics sector, which is undergoing structural transformation. focusing on challenges, companies are tackling industry challenges with innovative approaches. current growth is around 25%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_116",
+        "domain": "Logistics",
+        "category": "Challenges",
+        "year": 2021,
+        "region": "Global",
+        "growth_rate": 35,
+        "funding_stage": "Series A",
+        "risk_level": "Medium",
+        "market_potential": 89,
+        "competition_level": 35,
+        "innovation_score": 79,
+        "content": "the logistics industry in global continues to expand. lotech64 exemplifies fleet management, aligning with challenges. adoption of new strategies and technologies is key. estimated growth rate 35%, with medium risk level."
+    },
+    {
+        "id": "doc_117",
+        "domain": "Logistics",
+        "category": "Investment Insights",
+        "year": 2024,
+        "region": "Asia-Pacific",
+        "growth_rate": 9,
+        "funding_stage": "Series A",
+        "risk_level": "Medium",
+        "market_potential": 71,
+        "competition_level": 54,
+        "innovation_score": 79,
+        "content": "in 2024, lotech7 in asiapacific is driving route optimization in the logistics sector, which is benefiting from digital adoption. focusing on investment insights, companies are tackling industry challenges with innovative approaches. current growth is around 9%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_118",
+        "domain": "Logistics",
+        "category": "Investment Insights",
+        "year": 2022,
+        "region": "India",
+        "growth_rate": 17,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "High",
+        "market_potential": 60,
+        "competition_level": 62,
+        "innovation_score": 80,
+        "content": "the logistics industry in india continues to expand. lotech38 exemplifies route optimization, aligning with investment insights. adoption of new strategies and technologies is key. estimated growth rate 17%, with high risk level."
+    },
+    {
+        "id": "doc_119",
+        "domain": "Logistics",
+        "category": "Opportunities",
+        "year": 2022,
+        "region": "Global",
+        "growth_rate": 11,
+        "funding_stage": "Series A",
+        "risk_level": "Low",
+        "market_potential": 91,
+        "competition_level": 70,
+        "innovation_score": 92,
+        "content": "in 2022, lotech84 in global is driving fleet management in the logistics sector, which is undergoing structural transformation. focusing on opportunities, companies are tackling industry challenges with innovative approaches. current growth is around 11%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_120",
+        "domain": "Logistics",
+        "category": "Opportunities",
+        "year": 2021,
+        "region": "Asia-Pacific",
+        "growth_rate": 9,
+        "funding_stage": "Seed",
+        "risk_level": "Medium",
+        "market_potential": 76,
+        "competition_level": 43,
+        "innovation_score": 81,
+        "content": "the logistics industry in asiapacific continues to expand. lotech48 exemplifies lastmile delivery, aligning with opportunities. adoption of new strategies and technologies is key. estimated growth rate 9%, with medium risk level."
+    },
+    {
+        "id": "doc_121",
+        "domain": "Real Estate",
+        "category": "Market Trends",
+        "year": 2022,
+        "region": "Global",
+        "growth_rate": 28,
+        "funding_stage": "Series C",
+        "risk_level": "High",
+        "market_potential": 72,
+        "competition_level": 54,
+        "innovation_score": 62,
+        "content": "in 2022, retech4 in global is driving smart buildings in the real estate sector, which is attracting significant venture capital. focusing on market trends, companies are tackling industry challenges with innovative approaches. current growth is around 28%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_122",
+        "domain": "Real Estate",
+        "category": "Market Trends",
+        "year": 2022,
+        "region": "Global",
+        "growth_rate": 20,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "Medium",
+        "market_potential": 94,
+        "competition_level": 51,
+        "innovation_score": 90,
+        "content": "the real estate industry in global continues to expand. retech75 exemplifies virtual tours, aligning with market trends. adoption of new strategies and technologies is key. estimated growth rate 20%, with medium risk level."
+    },
+    {
+        "id": "doc_123",
+        "domain": "Real Estate",
+        "category": "Startup Case Study",
+        "year": 2022,
+        "region": "North America",
+        "growth_rate": 9,
+        "funding_stage": "Series A",
+        "risk_level": "High",
+        "market_potential": 100,
+        "competition_level": 77,
+        "innovation_score": 75,
+        "content": "in 2022, retech80 in north america is driving smart buildings in the real estate sector, which is undergoing structural transformation. focusing on startup case study, companies are tackling industry challenges with innovative approaches. current growth is around 9%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_124",
+        "domain": "Real Estate",
+        "category": "Startup Case Study",
+        "year": 2024,
+        "region": "Global",
+        "growth_rate": 13,
+        "funding_stage": "Series C",
+        "risk_level": "Medium",
+        "market_potential": 66,
+        "competition_level": 30,
+        "innovation_score": 56,
+        "content": "the real estate industry in global continues to expand. retech82 exemplifies smart buildings, aligning with startup case study. adoption of new strategies and technologies is key. estimated growth rate 13%, with medium risk level."
+    },
+    {
+        "id": "doc_125",
+        "domain": "Real Estate",
+        "category": "Industry Analysis",
+        "year": 2022,
+        "region": "North America",
+        "growth_rate": 19,
+        "funding_stage": "Series C",
+        "risk_level": "Medium",
+        "market_potential": 69,
+        "competition_level": 34,
+        "innovation_score": 44,
+        "content": "in 2022, retech74 in north america is driving proptech in the real estate sector, which is experiencing rapid scalability. focusing on industry analysis, companies are tackling industry challenges with innovative approaches. current growth is around 19%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_126",
+        "domain": "Real Estate",
+        "category": "Industry Analysis",
+        "year": 2024,
+        "region": "North America",
+        "growth_rate": 26,
+        "funding_stage": "Series C",
+        "risk_level": "Low",
+        "market_potential": 94,
+        "competition_level": 27,
+        "innovation_score": 88,
+        "content": "the real estate industry in north america continues to expand. retech8 exemplifies proptech, aligning with industry analysis. adoption of new strategies and technologies is key. estimated growth rate 26%, with low risk level."
+    },
+    {
+        "id": "doc_127",
+        "domain": "Real Estate",
+        "category": "Challenges",
+        "year": 2023,
+        "region": "Asia-Pacific",
+        "growth_rate": 18,
+        "funding_stage": "Series A",
+        "risk_level": "Low",
+        "market_potential": 95,
+        "competition_level": 29,
+        "innovation_score": 49,
+        "content": "in 2023, retech45 in asiapacific is driving proptech in the real estate sector, which is witnessing accelerated innovation. focusing on challenges, companies are tackling industry challenges with innovative approaches. current growth is around 18%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_128",
+        "domain": "Real Estate",
+        "category": "Challenges",
+        "year": 2021,
+        "region": "Global",
+        "growth_rate": 18,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "High",
+        "market_potential": 69,
+        "competition_level": 42,
+        "innovation_score": 58,
+        "content": "the real estate industry in global continues to expand. retech73 exemplifies smart buildings, aligning with challenges. adoption of new strategies and technologies is key. estimated growth rate 18%, with high risk level."
+    },
+    {
+        "id": "doc_129",
+        "domain": "Real Estate",
+        "category": "Investment Insights",
+        "year": 2023,
+        "region": "Europe",
+        "growth_rate": 35,
+        "funding_stage": "Seed",
+        "risk_level": "Medium",
+        "market_potential": 87,
+        "competition_level": 72,
+        "innovation_score": 82,
+        "content": "in 2023, retech3 in europe is driving virtual tours in the real estate sector, which is experiencing rapid scalability. focusing on investment insights, companies are tackling industry challenges with innovative approaches. current growth is around 35%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_130",
+        "domain": "Real Estate",
+        "category": "Investment Insights",
+        "year": 2021,
+        "region": "India",
+        "growth_rate": 33,
+        "funding_stage": "Series C",
+        "risk_level": "Low",
+        "market_potential": 92,
+        "competition_level": 50,
+        "innovation_score": 61,
+        "content": "the real estate industry in india continues to expand. retech51 exemplifies proptech, aligning with investment insights. adoption of new strategies and technologies is key. estimated growth rate 33%, with low risk level."
+    },
+    {
+        "id": "doc_131",
+        "domain": "Real Estate",
+        "category": "Opportunities",
+        "year": 2022,
+        "region": "North America",
+        "growth_rate": 12,
+        "funding_stage": "Series A",
+        "risk_level": "Low",
+        "market_potential": 99,
+        "competition_level": 33,
+        "innovation_score": 48,
+        "content": "in 2022, retech71 in north america is driving ai valuation in the real estate sector, which is experiencing rapid scalability. focusing on opportunities, companies are tackling industry challenges with innovative approaches. current growth is around 12%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_132",
+        "domain": "Real Estate",
+        "category": "Opportunities",
+        "year": 2024,
+        "region": "Global",
+        "growth_rate": 13,
+        "funding_stage": "Series C",
+        "risk_level": "Low",
+        "market_potential": 89,
+        "competition_level": 57,
+        "innovation_score": 60,
+        "content": "the real estate industry in global continues to expand. retech60 exemplifies smart buildings, aligning with opportunities. adoption of new strategies and technologies is key. estimated growth rate 13%, with low risk level."
+    },
+    {
+        "id": "doc_133",
+        "domain": "Energy",
+        "category": "Market Trends",
+        "year": 2023,
+        "region": "North America",
+        "growth_rate": 18,
+        "funding_stage": "Series C",
+        "risk_level": "Low",
+        "market_potential": 84,
+        "competition_level": 29,
+        "innovation_score": 49,
+        "content": "in 2023, entech60 in north america is driving energy storage in the energy sector, which is undergoing structural transformation. focusing on market trends, companies are tackling industry challenges with innovative approaches. current growth is around 18%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_134",
+        "domain": "Energy",
+        "category": "Market Trends",
+        "year": 2022,
+        "region": "Europe",
+        "growth_rate": 17,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "Low",
+        "market_potential": 76,
+        "competition_level": 69,
+        "innovation_score": 93,
+        "content": "the energy industry in europe continues to expand. entech49 exemplifies wind energy, aligning with market trends. adoption of new strategies and technologies is key. estimated growth rate 17%, with low risk level."
+    },
+    {
+        "id": "doc_135",
+        "domain": "Energy",
+        "category": "Startup Case Study",
+        "year": 2024,
+        "region": "Global",
+        "growth_rate": 33,
+        "funding_stage": "Seed",
+        "risk_level": "High",
+        "market_potential": 80,
+        "competition_level": 76,
+        "innovation_score": 44,
+        "content": "in 2024, entech26 in global is driving solar power in the energy sector, which is benefiting from digital adoption. focusing on startup case study, companies are tackling industry challenges with innovative approaches. current growth is around 33%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_136",
+        "domain": "Energy",
+        "category": "Startup Case Study",
+        "year": 2023,
+        "region": "Asia-Pacific",
+        "growth_rate": 32,
+        "funding_stage": "Seed",
+        "risk_level": "Medium",
+        "market_potential": 59,
+        "competition_level": 21,
+        "innovation_score": 57,
+        "content": "the energy industry in asiapacific continues to expand. entech41 exemplifies energy storage, aligning with startup case study. adoption of new strategies and technologies is key. estimated growth rate 32%, with medium risk level."
+    },
+    {
+        "id": "doc_137",
+        "domain": "Energy",
+        "category": "Industry Analysis",
+        "year": 2022,
+        "region": "Asia-Pacific",
+        "growth_rate": 30,
+        "funding_stage": "Series C",
+        "risk_level": "Medium",
+        "market_potential": 97,
+        "competition_level": 56,
+        "innovation_score": 75,
+        "content": "in 2022, entech42 in asiapacific is driving grid optimization in the energy sector, which is facing regulatory evolution. focusing on industry analysis, companies are tackling industry challenges with innovative approaches. current growth is around 30%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_138",
+        "domain": "Energy",
+        "category": "Industry Analysis",
+        "year": 2023,
+        "region": "Asia-Pacific",
+        "growth_rate": 33,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "Low",
+        "market_potential": 82,
+        "competition_level": 75,
+        "innovation_score": 58,
+        "content": "the energy industry in asiapacific continues to expand. entech97 exemplifies solar power, aligning with industry analysis. adoption of new strategies and technologies is key. estimated growth rate 33%, with low risk level."
+    },
+    {
+        "id": "doc_139",
+        "domain": "Energy",
+        "category": "Challenges",
+        "year": 2022,
+        "region": "India",
+        "growth_rate": 14,
+        "funding_stage": "Pre-IPO",
+        "risk_level": "Low",
+        "market_potential": 69,
+        "competition_level": 51,
+        "innovation_score": 72,
+        "content": "in 2022, entech67 in india is driving energy storage in the energy sector, which is benefiting from digital adoption. focusing on challenges, companies are tackling industry challenges with innovative approaches. current growth is around 14%, and risk exposure is considered low."
+    },
+    {
+        "id": "doc_140",
+        "domain": "Energy",
+        "category": "Challenges",
+        "year": 2023,
+        "region": "Asia-Pacific",
+        "growth_rate": 14,
+        "funding_stage": "Series A",
+        "risk_level": "Low",
+        "market_potential": 83,
+        "competition_level": 22,
+        "innovation_score": 91,
+        "content": "the energy industry in asiapacific continues to expand. entech48 exemplifies solar power, aligning with challenges. adoption of new strategies and technologies is key. estimated growth rate 14%, with low risk level."
+    },
+    {
+        "id": "doc_141",
+        "domain": "Energy",
+        "category": "Investment Insights",
+        "year": 2021,
+        "region": "Europe",
+        "growth_rate": 28,
+        "funding_stage": "Series A",
+        "risk_level": "High",
+        "market_potential": 64,
+        "competition_level": 67,
+        "innovation_score": 63,
+        "content": "in 2021, entech45 in europe is driving wind energy in the energy sector, which is facing regulatory evolution. focusing on investment insights, companies are tackling industry challenges with innovative approaches. current growth is around 28%, and risk exposure is considered high."
+    },
+    {
+        "id": "doc_142",
+        "domain": "Energy",
+        "category": "Investment Insights",
+        "year": 2023,
+        "region": "Global",
+        "growth_rate": 20,
+        "funding_stage": "Series A",
+        "risk_level": "Low",
+        "market_potential": 100,
+        "competition_level": 89,
+        "innovation_score": 53,
+        "content": "the energy industry in global continues to expand. entech37 exemplifies grid optimization, aligning with investment insights. adoption of new strategies and technologies is key. estimated growth rate 20%, with low risk level."
+    },
+    {
+        "id": "doc_143",
+        "domain": "Energy",
+        "category": "Opportunities",
+        "year": 2024,
+        "region": "India",
+        "growth_rate": 9,
+        "funding_stage": "Series C",
+        "risk_level": "Medium",
+        "market_potential": 83,
+        "competition_level": 49,
+        "innovation_score": 50,
+        "content": "in 2024, entech86 in india is driving solar power in the energy sector, which is attracting significant venture capital. focusing on opportunities, companies are tackling industry challenges with innovative approaches. current growth is around 9%, and risk exposure is considered medium."
+    },
+    {
+        "id": "doc_144",
+        "domain": "Energy",
+        "category": "Opportunities",
+        "year": 2021,
+        "region": "Global",
+        "growth_rate": 12,
+        "funding_stage": "Seed",
+        "risk_level": "Medium",
+        "market_potential": 60,
+        "competition_level": 35,
+        "innovation_score": 65,
+        "content": "the energy industry in global continues to expand. entech23 exemplifies solar power, aligning with opportunities. adoption of new strategies and technologies is key. estimated growth rate 12%, with medium risk level."
+    }
+]

requirements .txt

@@ -0,0 +1,10 @@
+faiss-cpu
+sentence-transformers
+groq
+python-dotenv
+gradio
+plotly
+pandas
+scikit-learn
+fpdf2==2.8.2
+kaleido==0.2.1