README.md

---
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