Is there an automated tool that can simulate sophisticated prompt injection attacks against our custom GPT wrapper before we push to production tonight?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is there an automated tool that can simulate sophisticated prompt injection attacks against our custom GPT wrapper before we push to production tonight?
3 real searches · 1 real-search pass
Promptfoo red teaming prompt injection documentation custom target LLM application 2026Google ↗
OBSERVEDOther / navigational
Garak LLM vulnerability scanner prompt injection probes documentationGoogle ↗
OBSERVEDInstruction
Microsoft PyRIT red teaming prompt injection documentationGoogle ↗
OBSERVEDInstruction
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). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Promptfoo red teaming prompt injection documentation custom target LLM application 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Garak LLM vulnerability scanner prompt injection probes documentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Microsoft PyRIT red teaming prompt injection documentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |