Real ChatGPT answer · index seed3NCexLFz5S0completeB2B software · AI and automation toolshowto

Can you show me how to build a budget-friendly AI chatbot that connects to our product documentation database to answer user questions?

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you show me how to build a budget-friendly AI chatbot that connects to our product documentation database to answer user questions?
3 real searches · 1 real-search pass
official documentation OpenAI API embeddings vector stores file search pricing 2026Google ↗
OBSERVEDOther / navigational
Supabase pgvector documentation vector similarity search officialGoogle ↗
OBSERVEDOther / navigational
FastAPI documentation deployment officialGoogle ↗
OBSERVEDOther / navigational

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (3)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
official documentation OpenAI API embeddings vector stores file search pricing 2026 Google ↗
Supabase pgvector documentation vector similarity search official Google ↗
FastAPI documentation deployment official Google ↗
  1. Developer documentation · developers.openai.com
  2. AI and vector database guide · supabase.com
  3. Python backend framework · fastapi.tiangolo.com
  4. pgvector: Embeddings and vector similarity · supabase.com
  5. AI semantic search · supabase.com
  6. Vector embeddings · developers.openai.com
  7. File search · developers.openai.com
  8. Retrieval · developers.openai.com
  9. Pricing · developers.openai.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
official documentation OpenAI API embeddings vector stores file search pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Supabase pgvector documentation vector similarity search official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
FastAPI documentation deployment official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1