How worried do I need to be about prompt injection vulnerabilities when setting up custom GPTs for my consulting clients, and what are the best ways to patch them?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How worried do I need to be about prompt injection vulnerabilities when setting up custom GPTs for my consulting clients, and what are the best ways to patch them?
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
OpenAI custom GPT prompt injection security recommendations GPTs actions knowledge files official documentation Google ↗
OWASP LLM Top 10 prompt injection prevention excessive agency sensitive information disclosure official Google ↗
- Configuring actions in GPTs · help.openai.com
- Creating and editing GPTs · help.openai.com
- Understanding prompt injections · openai.com
- LLM Prompt Injection Prevention · cheatsheetseries.owasp.org
- CheatSheetSeries/cheatsheets/LLM_Prompt_Injection_Prevention_Cheat_Sheet.md at master · OWASP/CheatSheetSeries · github.com
- GitHub - GenAI-Security-Project/GenAI-LLM-Top10: OWASP Top 10 for Large Language Model Applications · github.com
- 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 |
|---|---|---|---|---|---|---|---|
OpenAI custom GPT prompt injection security recommendations GPTs actions knowledge files official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
OWASP LLM Top 10 prompt injection prevention excessive agency sensitive information disclosure official OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |