We lost a major client due to a prompt injection exploit in our custom chatbot yesterday so what tools actually prevent jailbreaks effectively right now
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We lost a major client due to a prompt injection exploit in our custom chatbot yesterday so what tools actually prevent jailbreaks effectively right now
2 real searches · 1 real-search pass
2026 prompt injection defense tools LLM guardrails prompt injection protection Microsoft Azure AI Prompt Shields NVIDIA NeMo Guardrails Lakera Guard current capabilitiesGoogle ↗
OBSERVEDInstruction
OWASP Top 10 for LLM Applications 2025 prompt injection mitigations officialGoogle ↗
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 (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
2026 prompt injection defense tools LLM guardrails prompt injection protection Microsoft Azure AI Prompt Shields NVIDIA NeMo Guardrails Lakera Guard current capabilities Google ↗
OWASP Top 10 for LLM Applications 2025 prompt injection mitigations official Google ↗
- OWASP Top 10 for Large Language Model Applications · owasp.github.io
- AI Runtime Security FAQ · docs.nvidia.com
- promptfoo/site/docs/guides/llm-redteaming.md at main · promptfoo/promptfoo · github.com
- Red Team Plugins · promptfoo.dev
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 prompt injection defense tools LLM guardrails prompt injection protection Microsoft Azure AI Prompt Shields NVIDIA NeMo Guardrails Lakera Guard current capabilities OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
OWASP Top 10 for LLM Applications 2025 prompt injection mitigations official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |