What is the best way to protect our custom GPTs and AI workflows against prompt injection attacks coming from malicious users?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the best way to protect our custom GPTs and AI workflows against prompt injection attacks coming from malicious users?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
OWASP Top 10 for LLM Applications prompt injection excessive agency insecure output handling official Google ↗
OpenAI prompt injection mitigation agents safety untrusted input tool permissions official documentation Google ↗
- Understanding prompt injections · openai.com
- Prompt Injection · genai.owasp.org
- Model Spec (2025/09/12) · model-spec.openai.com
- Safety in building agents · developers.openai.com
- LLM Prompt Injection Prevention · cheatsheetseries.owasp.org
- Designing AI agents to resist prompt injection · openai.com
- LLM Prompt Injection Prevention · cheatsheetseries.owasp.org
- OWASP Top 10 for Large Language Model Applications · owasp.github.io
- AI/LLM Application Security Testing and Red Teaming · owasp.github.io
Queries
2 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 insecure output handling official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
OpenAI prompt injection mitigation agents safety untrusted input tool permissions official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |