Are there any known bypasses for current LLM guardrails regarding prompt injection vulnerabilities, and how can our security team audit our retrieval-augmented generation system against them?
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The searches the AI actually ran for this prompt.
SEED QUERY
Are there any known bypasses for current LLM guardrails regarding prompt injection vulnerabilities, and how can our security team audit our retrieval-augmented generation system against them?
3 real searches · 1 real-search pass
OWASP LLM Top 10 prompt injection RAG indirect prompt injection defenses 2025 2026Google ↗
OBSERVEDComparison
NIST prompt injection generative AI retrieval augmented generation security guidanceGoogle ↗
OBSERVEDInstruction
MITRE ATLAS indirect prompt injection LLM RAG techniques mitigationsGoogle ↗
OBSERVEDReason
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
OWASP LLM Top 10 prompt injection RAG indirect prompt injection defenses 2025 2026 Google ↗
NIST prompt injection generative AI retrieval augmented generation security guidance Google ↗
MITRE ATLAS indirect prompt injection LLM RAG techniques mitigations Google ↗
- LLM01:2025 Prompt Injection · genai.owasp.org
- LLM01: 2025 Prompt Injection · owasp.org
- Indirect Prompt Injection, Technique T1698 - Enterprise · attack.mitre.org
- Direct Prompt Injection, Technique T1699 - Enterprise · attack.mitre.org
- 14. Grounding Data Compromise (Retrieval Layer) · learn.microsoft.com
- RAG security checklist · cheatsheetseries.owasp.org
- PyRIT repository · github.com
- Giskard repository · github.com
- NeMo Guardrails repository · github.com
- Garak repository · github.com
- LLM Prompt Injection Prevention · cheatsheetseries.owasp.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
OWASP LLM Top 10 prompt injection RAG indirect prompt injection defenses 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
NIST prompt injection generative AI retrieval augmented generation security guidance OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
MITRE ATLAS indirect prompt injection LLM RAG techniques mitigations OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |