Real ChatGPT answer · index seedWDwyDzQxPiocompleteB2B software · AI and automation toolsinformational
What security vulnerabilities should I anticipate when connecting custom internal chatbots to legacy databases via API endpoints?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What security vulnerabilities should I anticipate when connecting custom internal chatbots to legacy databases via API endpoints?
3 real searches · 1 real-search pass
OWASP Top 10 for LLM Applications prompt injection sensitive information disclosure excessive agency officialGoogle ↗
OBSERVEDConsequence
OWASP API Security Top 10 2023 broken object level authorization officialGoogle ↗
OBSERVEDComparison
NIST AI risk management generative AI profile data security prompt injectionGoogle ↗
OBSERVEDReason
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 Google ↗
OWASP API Security Top 10 2023 broken object level authorization official Google ↗
NIST AI risk management generative AI profile data security prompt injection Google ↗
- OWASP Top 10 for Large Language Model Applications · owasp.github.io
- GitHub - GenAI-Security-Project/GenAI-LLM-Top10: OWASP Top 10 for Large Language Model Applications · github.com
- AI Governance and Risk · 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 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
OWASP API Security Top 10 2023 broken object level authorization official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
NIST AI risk management generative AI profile data security prompt injection OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |