Real ChatGPT answer · index seed5THupq5H61EcompleteB2B software · AI and automation toolsinformational
What are the most common prompt injection vulnerabilities affecting enterprise-grade customer support bots today, and what free mitigation libraries can our lean engineering team adopt immediately?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most common prompt injection vulnerabilities affecting enterprise-grade customer support bots today, and what free mitigation libraries can our lean engineering team adopt immediately?
3 real searches · 1 real-search pass
OWASP Top 10 for LLM Applications 2025 prompt injection excessive agency sensitive information disclosure officialGoogle ↗
OBSERVEDInstruction
open source prompt injection detection mitigation libraries LLM Guard Vigil NeMo Guardrails Promptfoo official GitHubGoogle ↗
OBSERVEDInstruction
Microsoft guidance prompt injection defense indirect prompt injection RAG agents tool permissions 2025Google ↗
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 Top 10 for LLM Applications 2025 prompt injection excessive agency sensitive information disclosure official Google ↗
open source prompt injection detection mitigation libraries LLM Guard Vigil NeMo Guardrails Promptfoo official GitHub Google ↗
Microsoft guidance prompt injection defense indirect prompt injection RAG agents tool permissions 2025 Google ↗
- LLMRisks Archive · genai.owasp.org
- Defend against indirect prompt injection attacks · learn.microsoft.com
- how-microsoft-defends-against-indirect-prompt-injection-attacks · microsoft.com
- 2. Prompt Injection (Direct / Indirect) · learn.microsoft.com
- GitHub – llm-guard · github.com
- Documentation · llm-guard.com
- llm-guard/docs/input_scanners/prompt_injection.md at main · protectai/llm-guard · github.com
- llm-guard/llm_guard_api/config/scanners.yml at main · protectai/llm-guard · github.com
- GitHub – NeMo Guardrails · github.com
- Documentation · docs.nvidia.com
- GitHub – Promptfoo · github.com
- Red-team documentation · promptfoo.dev
- promptfoo/site/docs/guides/llm-redteaming.md at main · promptfoo/promptfoo · github.com
- promptfoo/site/docs/red-team/plugins/indirect-prompt-injection.md at main · promptfoo/promptfoo · github.com
- GitHub – PurpleLlama · github.com
- Prompt Guard model · huggingface.co
- GitHub – Rebuff · github.com
- rebuff/README.md at main · protectai/rebuff · github.com
- LLM Prompt Injection Prevention Cheat Sheet · cheatsheetseries.owasp.org
- CheatSheetSeries/cheatsheets/LLM_Prompt_Injection_Prevention_Cheat_Sheet.md at master · OWASP/CheatSheetSeries · github.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
OWASP Top 10 for LLM Applications 2025 prompt injection excessive agency sensitive information disclosure official OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
open source prompt injection detection mitigation libraries LLM Guard Vigil NeMo Guardrails Promptfoo official GitHub OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Microsoft guidance prompt injection defense indirect prompt injection RAG agents tool permissions 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |