How do modern SaaS companies test their AI agents for prompt injection vulnerabilities before deploying them to production environments?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do modern SaaS companies test their AI agents for prompt injection vulnerabilities before deploying them to production environments?
1 real search · 1 real-search pass
OWASP GenAI prompt injection prevention testing agentic applications red teaming evaluation framework 2025 2026Google ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
OWASP GenAI prompt injection prevention testing agentic applications red teaming evaluation framework 2025 2026 Google ↗
- AI/LLM Application Security Testing and Red Teaming · owasp.github.io
- 5. AI security testing · owaspai.org
- AGENTSEC07-BP05 Regular security assessments and red teaming · docs.aws.amazon.com
- LLM Prompt Injection Prevention · cheatsheetseries.owasp.org
- Official website · promptfoo.dev
- GitHub repository · github.com
- GitHub repository · github.com
- GitHub repository · github.com
- Official website · lakera.ai
- AI Red Teaming Initiative · genai.owasp.org
- OWASP LLM_GenAI Security Solutions Reference Guide Q2/Q3'25 · genai.owasp.org
- DevSecOpsGuideline/current-version/2-Process/2-4-Test/2-4-6-AI-LLM-Application-Security-Testing.md at master · OWASP/DevSecOpsGuideline · github.com
- OWASP GenAI Security Project · genai.owasp.org
- MITRE ATLAS · atlas.mitre.org