| --- |
| license: cc-by-nc-4.0 |
| task_categories: |
| - text-generation |
| - conversational |
| language: |
| - en |
| tags: |
| - rag-analytics |
| - long-form-generation |
| - multimodal-prompts |
| - context-in-context |
| size_categories: |
| - 100k<n<1M |
| --- |
| |
| # Verified Long-Form Articles & Contextual Dialogues Dataset (Premium Sample) |
|
|
| ## 1. DATASET OVERVIEW |
| This repository contains a premium production sample of the **Content-in-Context** dataset managed by **Ask First AI, Inc.** This multi-layered database is purpose-built for institutional Large Language Model (LLM) fine-tuning, advanced Retrieval-Augmented Generation (RAG) ground-truth validation, multi-turn conversational agent reinforcement, and cross-media text-to-image/video alignment. |
|
|
| * **Total Production Volume:** 108,359+ full records (dynamically ingested via real-time backend SDK streaming). |
| * **Delivery Engine:** Secured via Google BigQuery Analytics Hub Data Clean Rooms. |
| * **Licensing Model:** Commercial Enterprise Licenses are handled directly via corporate Proforma Invoices or Private Cloud Offers. |
|
|
| --- |
|
|
| ## 2. PRODUCTION DATA SCHEMA SPECIFICATION |
| Every row inside this database maps an entire synchronized user-to-knowledge lifecycle containing **16 precision fields**: |
|
|
| * **sync_timestamp (TIMESTAMP):** Canonical UTC log insertion window. |
| * **session_id (STRING):** Anonymized UUID linking multi-turn interaction tracks within a single user journey. |
| * **user_question (STRING):** Clean human query. 100% anonymized at source (all corporate PII, emails, and phone numbers are redacted). |
| * **ai_answer (STRING):** High-fidelity immediate assistant responses. |
| * **topic (STRING):** Categorical domain labels (*science, business, entertainment, legal, lifestyle, healthcare, general_chat*). |
| * **article_title (STRING):** SEO-optimized headline for generated long-form materials. |
| * **article_content (STRING):** Expert-level verified long-form article body text (500–1,500 words) styled with clean Markdown layouts (`#`, `##`, code blocks, lists). Left NULL for general chat reactions. |
| * **idea_output (JSON/STRING):** Programmatic JSON strings outlining core conceptual advice or creative directions. |
| * **analyzer_output (JSON/STRING):** High-value JSON maps holding search volume metrics, competition values, trend directions, and key forecasting drivers. |
| * **image_prompt (STRING):** Instruction-compliant English prompts automatically compiled for text-to-image engines. |
| * **image_url (STRING):** Secured qualified URI pointing to the visual ground truth asset inside Google Cloud Storage. |
| * **video_prompt (STRING):** Production voiceover scripts and target cinematic camera cues for text-to-video pipelines. |
| * **video_url (STRING):** Secure Google Cloud Storage URI linking the completed short-form video asset (.mp4). |
| * **is_super_data (BOOLEAN):** Quick-filter flag signaling the unified presence of complex text, full multimedia assets, and analytical context profiles. |
| * **is_auto_verified (BOOLEAN):** Safety filter and fact-checking pass validation flag. |
| * **has_multimedia (BOOLEAN):** Instant boolean filtering anchor for attached multimedia files. |
| |
| --- |
| |
| ## 3. ENTERPRISE COMMERCIAL LICENSING & SUBSCRIPTIONS |
| While this sample is provided under the restrictive **Creative Commons Non-Commercial (CC BY-NC 4.0)** license for evaluation purposes, our production database is leased to institutional clients via secure BigQuery Shared Exchange Views under the following tiered commercial schedules: |
| |
| 1. **Historical Production Archive (One-time Bulk Purchase):** **€5,500** |
| Immediate uncapped read access to the complete baseline database of 108k+ production records. |
| 2. **Small Batch Continuous Ingestion Subscription:** **€800 / month** |
| Automated streaming delivery up to 5,000 new verified rows per month. |
| 3. **Enterprise Ingestion Subscription:** **€2,500 / month** |
| Automated streaming delivery up to 20,000 new verified rows per month. |
| 4. **Unlimited Real-Time Ingestion Stream:** **€4,500 / month** |
| Uncapped, live integration streaming directly from our Next.js SDK pipeline into your model training architecture. |
| |
| --- |
| |
| ## 4. CONTACT & DATA ROOM ENQUIRIES |
| To request a customized data slice (e.g., restricted strictly to *science* or *legal* metadata), execute a corporate evaluation agreement, or arrange a private Pricing Schedule Offer, please contact our data administration department directly: |
| |
| * **Corporate Infrastructure Hub:** Ask First AI, Inc. |
| * **Primary Communications Desk:** boss@askfirst.ai |
