How can our small business protect our internal ChatGPT integrations from malicious prompt injection attacks this year?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How can our small business protect our internal ChatGPT integrations from malicious prompt injection attacks this year?
3 real searches · 1 real-search pass
2026 prompt injection defense guidance OWASP LLM Top 10 prompt injection excessive agency officialGoogle ↗
OBSERVEDInstruction
OpenAI API prompt injection security best practices tool calling untrusted input 2026Google ↗
OBSERVEDInstruction
NIST AI prompt injection cybersecurity guidance indirect prompt injectionGoogle ↗
OBSERVEDConsequence
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
2026 prompt injection defense guidance OWASP LLM Top 10 prompt injection excessive agency official Google ↗
OpenAI API prompt injection security best practices tool calling untrusted input 2026 Google ↗
NIST AI prompt injection cybersecurity guidance indirect prompt injection Google ↗
- Safety in building agents · developers.openai.com
- Deep research · developers.openai.com
- LLM Prompt Injection Prevention · cheatsheetseries.owasp.org
- Security & Privacy – Plugins · developers.openai.com
- Defend against indirect prompt injection attacks · learn.microsoft.com
- Prompt Injection · genai.owasp.org
- Understanding prompt injections · openai.com
- Safety best practices · developers.openai.com
- 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
- GenAI security guidance · genai.owasp.org
- OWASP Prompt Injection Prevention Cheat Sheet · cheatsheetseries.owasp.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 prompt injection defense guidance OWASP LLM Top 10 prompt injection excessive agency official OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
OpenAI API prompt injection security best practices tool calling untrusted input 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
NIST AI prompt injection cybersecurity guidance indirect prompt injection OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |