What are the best practices for stopping prompt injection in enterprise retrieval augmented generation pipelines right now
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best practices for stopping prompt injection in enterprise retrieval augmented generation pipelines right now
7 real searches · 1 real-search pass
2026 enterprise RAG prompt injection defenses indirect prompt injection OWASP LLM Top 10 retrieval augmented generation guidanceGoogle ↗
OBSERVEDReason
NIST generative AI prompt injection retrieval augmented generation security guidance indirect prompt injectionGoogle ↗
OBSERVEDConsequence
Microsoft Azure AI prompt injection RAG security best practices document attacksGoogle ↗
OBSERVEDInstruction
Google Cloud RAG prompt injection security best practices retrieved content untrustedGoogle ↗
OBSERVEDReason
2026 enterprise RAG prompt injection defenses best practices OWASP LLM prompt injection retrieval augmented generation guidanceGoogle ↗
OBSERVEDInstruction
OWASP Top 10 for LLM Applications 2025 prompt injection RAG vector database access controlGoogle ↗
OBSERVEDInstruction
NIST generative AI profile prompt injection retrieval augmented generation information security guidanceGoogle ↗
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 (7)
Classes come from the query-classifier (a local Laya model). 7 of 7 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT7 real searches · gpt-6
2026 enterprise RAG prompt injection defenses indirect prompt injection OWASP LLM Top 10 retrieval augmented generation guidance Google ↗
NIST generative AI prompt injection retrieval augmented generation security guidance indirect prompt injection Google ↗
Microsoft Azure AI prompt injection RAG security best practices document attacks Google ↗
Google Cloud RAG prompt injection security best practices retrieved content untrusted Google ↗
2026 enterprise RAG prompt injection defenses best practices OWASP LLM prompt injection retrieval augmented generation guidance Google ↗
OWASP Top 10 for LLM Applications 2025 prompt injection RAG vector database access control Google ↗
NIST generative AI profile prompt injection retrieval augmented generation information security guidance Google ↗
- 4. Input, Context, and Retrieval Hygiene · learn.microsoft.com
- 2. Prompt Injection (Direct / Indirect) · learn.microsoft.com
- Develop a RAG Solution on Azure - Prompt Engineering - Azure Architecture Center · learn.microsoft.com
- RAG Security · cheatsheetseries.owasp.org
- LLM Prompt Injection Prevention · cheatsheetseries.owasp.org
- Careful adoption of agentic AI · cyber.gc.ca
- Artificial Intelligence Risk Management Framework: Generative Artificial Intelligence Profile · nist.gov
- AI/LLM Application Security Testing and Red Teaming · owasp.github.io
- GitHub - GenAI-Security-Project/GenAI-LLM-Top10: OWASP Top 10 for Large Language Model Applications · github.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
7 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 enterprise RAG prompt injection defenses indirect prompt injection OWASP LLM Top 10 retrieval augmented generation guidance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
NIST generative AI prompt injection retrieval augmented generation security guidance indirect prompt injection OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Microsoft Azure AI prompt injection RAG security best practices document attacks OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Google Cloud RAG prompt injection security best practices retrieved content untrusted OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2026 enterprise RAG prompt injection defenses best practices OWASP LLM prompt injection retrieval augmented generation guidance OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
OWASP Top 10 for LLM Applications 2025 prompt injection RAG vector database access control OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
NIST generative AI profile prompt injection retrieval augmented generation information security guidance OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |