Looking for the most robust security solutions to protect our customer-facing LLMs against advanced prompt injection vulnerabilities and data exfiltration.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for the most robust security solutions to protect our customer-facing LLMs against advanced prompt injection vulnerabilities and data exfiltration.
3 real searches · 1 real-search pass
enterprise LLM security prompt injection defenses AI firewall data exfiltration vendors 2026 Lakera Protect Prompt Security Palo Alto Prisma AIRSGoogle ↗
OBSERVEDOther / navigational
OWASP Top 10 for LLM Applications prompt injection excessive agency sensitive information disclosure officialGoogle ↗
OBSERVEDInstruction
NIST AI risk management generative AI profile prompt injection data leakage security officialGoogle ↗
OBSERVEDConsequence
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
enterprise LLM security prompt injection defenses AI firewall data exfiltration vendors 2026 Lakera Protect Prompt Security Palo Alto Prisma AIRS Google ↗
OWASP Top 10 for LLM Applications prompt injection excessive agency sensitive information disclosure official Google ↗
NIST AI risk management generative AI profile prompt injection data leakage security official Google ↗
- AI Runtime Security Overview · docs.paloaltonetworks.com
- Prisma AIRS · paloaltonetworks.com
- Lakera · lakera.ai
- CSAI Foundation · labs.cloudsecurityalliance.org
- LLM Security Tools: Guardrails, Red Teaming, AI-SPM · cybersecurityaitools.com
- Top 7 AI Guardrails & LLM Security Platforms 2026 · edgewisely.com
- Prompt Security · prompt.security
- Cisco · cisco.com
- GitHub - GenAI-Security-Project/GenAI-LLM-Top10: OWASP Top 10 for Large Language Model Applications · github.com
- GenAI-LLM-Top10/2026/README.md at main · GenAI-Security-Project/GenAI-LLM-Top10 · github.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
enterprise LLM security prompt injection defenses AI firewall data exfiltration vendors 2026 Lakera Protect Prompt Security Palo Alto Prisma AIRS OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OWASP Top 10 for LLM Applications prompt injection excessive agency sensitive information disclosure official OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
NIST AI risk management generative AI profile prompt injection data leakage security official OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |