Real ChatGPT answer · index seedpvHRox5y9J8completeB2B software · AI and automation toolscomparison

What is the cheapest tech stack to build custom internal chatbots that query our proprietary SQL database without paying enterprise software prices

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the cheapest tech stack to build custom internal chatbots that query our proprietary SQL database without paying enterprise software prices
3 real searches · 1 real-search pass
Ollama official documentation local models API LangGraph SQL database toolkit FastAPI Streamlit documentationGoogle ↗
OBSERVED
LiteLLM pricing open source proxy documentation self hostedGoogle ↗
OBSERVED
Vanna AI open source text to SQL documentation security SQL databaseGoogle ↗
OBSERVED

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.

Classifying 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
Ollama official documentation local models API LangGraph SQL database toolkit FastAPI Streamlit documentation Google ↗
LiteLLM pricing open source proxy documentation self hosted Google ↗
Vanna AI open source text to SQL documentation security SQL database Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Ollama official documentation local models API LangGraph SQL database toolkit FastAPI Streamlit documentation
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
LiteLLM pricing open source proxy documentation self hosted
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Vanna AI open source text to SQL documentation security SQL database
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1