Real ChatGPT answer · index seedmToQih29M54completeB2B software · AI and automation toolsinformational
We want to build a custom internal chatbot using our company documentation, but what security risks should I worry about?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We want to build a custom internal chatbot using our company documentation, but what security risks should I worry about?
3 real searches · 1 real-search pass
OWASP Top 10 for LLM Applications prompt injection sensitive information disclosure excessive agency official 2025Google ↗
OBSERVEDConsequence
NIST Generative AI Profile AI RMF data privacy information security officialGoogle ↗
OBSERVEDOther / navigational
Microsoft Azure AI Search security trimming document-level access control RAG 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)
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 excessive agency official 2025 Google ↗
NIST Generative AI Profile AI RMF data privacy information security official Google ↗
Microsoft Azure AI Search security trimming document-level access control RAG official Google ↗
- LLMRisks Archive · genai.owasp.org
- OWASP Top 10 for Large Language Model Applications · owasp.github.io
- Best Practices for Security - Azure AI Search · learn.microsoft.com
- Document-Level Access Control - Azure AI Search · learn.microsoft.com
- AI/LLM Application Security Testing and Red Teaming · owasp.github.io
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 excessive agency official 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
NIST Generative AI Profile AI RMF data privacy information security official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Microsoft Azure AI Search security trimming document-level access control RAG official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |