Real ChatGPT answer · index seed4K1VqkkAqw8completeB2B software · AI and automation toolsinformational
What are the best architectural patterns for building a custom internal chatbot that queries our proprietary Postgres database securely without exposing PII?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best architectural patterns for building a custom internal chatbot that queries our proprietary Postgres database securely without exposing PII?
3 real searches · 1 real-search pass
OWASP Top 10 for LLM applications prompt injection sensitive information disclosure official guidance database accessGoogle ↗
OBSERVEDInstruction
PostgreSQL official documentation row security policies security definer views read only rolesGoogle ↗
OBSERVEDOther / navigational
NIST privacy framework data minimization de-identification guidance officialGoogle ↗
OBSERVEDDefinition
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)
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
OWASP Top 10 for LLM applications prompt injection sensitive information disclosure official guidance database access Google ↗
PostgreSQL official documentation row security policies security definer views read only roles Google ↗
NIST privacy framework data minimization de-identification guidance official Google ↗
- Row Level Security · supabase.com
- LLM01:2025 Prompt Injection · genai.owasp.org
- OWASP Top 10 for · genai.owasp.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
OWASP Top 10 for LLM applications prompt injection sensitive information disclosure official guidance database access OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
PostgreSQL official documentation row security policies security definer views read only roles OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
NIST privacy framework data minimization de-identification guidance official OBSERVED | Google ↗ AI Mode ↗ | — | Definition | — | — | 1x of 1 |