Deploy ClaimReady: on-device Gemma 3 via llama.cpp

app.py

@@ -190,9 +190,28 @@ HERO = """
 """
 
 
+PROBLEM = """
+Under India's **Ayushman Bharat (PMJAY)** scheme, every hospital insurance claim must include a
+set of **mandatory documents** and meet the **Standard Treatment Guidelines** for the chosen
+package and stage (pre-authorization / claim).
+
+**The problem:** if even one required document is missing — or a recorded value doesn't meet a
+guideline condition — the claim is **rejected** at the government portal. That means lost time,
+delayed reimbursement, and rework for already-stretched hospital staff. Today this is verified
+**manually**, document by document, often across **multiple languages**.
+
+**ClaimReady** pre-checks the claim *before* submission — it reads every document, verifies the
+required-document checklist, and evaluates the content rules, highlighting gaps early so they can
+be fixed. It is an **assistive** tool; a qualified reviewer makes the final decision.
+"""
+
+
 with gr.Blocks(theme=THEME, css=CSS, title="ClaimReady — Claim Submission Check") as demo:
     gr.HTML(HERO)
 
+    with gr.Accordion("ℹ️  The problem ClaimReady solves  ·  click to read", open=False):
+        gr.Markdown(PROBLEM)
+
     gr.Markdown("**▶  New here? Load a sample claim**  ·  "
                 "_synthetic data, no real patients · mixed English + हिन्दी / తెలుగు_")
     with gr.Row():