What security measures should we implement immediately to guard our custom AI tools against sophisticated prompt injection?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What security measures should we implement immediately to guard our custom AI tools against sophisticated prompt injection?
3 real searches · 1 real-search pass
OWASP Top 10 for LLM Applications prompt injection excessive agency official 2025Google ↗
OBSERVEDInstruction
NIST AI prompt injection generative AI security guidance indirect prompt injectionGoogle ↗
OBSERVEDReason
Microsoft prompt injection defense AI agents tool security 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 excessive agency official 2025 Google ↗
NIST AI prompt injection generative AI security guidance indirect prompt injection Google ↗
Microsoft prompt injection defense AI agents tool security official Google ↗
- Defend against indirect prompt injection attacks · learn.microsoft.com
- AI agent runtime protection with Microsoft Defender for Endpoint (Preview) - Microsoft Defender for Endpoint · learn.microsoft.com
- Prompt Injection · genai.owasp.org
- LLM Prompt Injection Prevention · cheatsheetseries.owasp.org
- Mapping to OWASP top 10 for LLM applications · docs.aws.amazon.com
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 excessive agency official 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
NIST AI prompt injection generative AI security guidance indirect prompt injection OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Microsoft prompt injection defense AI agents tool security official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |