AI Q&A Pair Generation

Generate high-quality Question & Answer pairs directly from your knowledge base. This feature allows you to build a comprehensive FAQ library that can be used for instant intent matching and manual review.

Generation Modes

We offer four specialized modes to suit your needs and budget:

1. Metadata-Driven (Cost-Efficient)

• How it works: Extracts categories, titles, and sections first. Generates natural questions from these headings, then uses RAG to retrieve grounded answers.
• Best for: Large websites and documents where cost-efficiency and zero hallucination are priorities.

2. Smart (Industry Best Practices)

• How it works: Uses deep-dive batch processing to analyze content by topic. Generates diverse question types (factual, comparative, procedural) and includes alternate phrasings.
• Best for: Professional-grade FAQs that cover every nuance of your business.

3. Standard

• How it works: Processes all documents per page, generating factual pairs grounded in the text.
• Best for: Balanced coverage across all uploaded materials.

4. Comprehensive

• How it works: An intensive mode that generates a high volume of Q&A pairs (up to 12-15 per chunk).
• Best for: Critical documents where you cannot afford to miss a single detail.

Export & Management

Once generated, you can manage your Q&A pairs in a dedicated dashboard:

• Manual Review: Edit or delete pairs before using them.
• Add to Intents: Instantly convert a Q&A pair into a "Chatbot Action" for lightning-fast responses without RAG processing.
• Download Excel: Download in a format directly compatible with our "Bulk Upload Intents" tool.
• Download HTML: A beautiful, collapsible FAQ page with dropdowns for answers and sources. Ready to be added to your own website.

Why use Q&A Generation?

• Improved UX: Users get instant, high-quality answers to common questions.
• Drives Traffic: FAQ-style content is highly effective for search engine optimization (SEO).
• Data Grounding: All answers are grounded in your actual data, significantly reducing AI hallucinations.