Real ChatGPT answer · index seedg2M1p29FbEYcompleteB2B software · AI and automation toolscommercial

Can you list the top five software solutions that protect enterprise LLMs against prompt injection attacks effectively?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you list the top five software solutions that protect enterprise LLMs against prompt injection attacks effectively?
2 real searches · 1 real-search pass
enterprise LLM prompt injection protection products Lakera Guard Protect AI Rebuff HiddenLayer Palo Alto Prisma AIRS 2026Google ↗
OBSERVEDComparison
LLM security platform prompt injection detection runtime protection enterprise vendors featuresGoogle ↗
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)
Short factOther / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

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
enterprise LLM prompt injection protection products Lakera Guard Protect AI Rebuff HiddenLayer Palo Alto Prisma AIRS 2026 Google ↗
LLM security platform prompt injection detection runtime protection enterprise vendors features Google ↗
  1. Prisma AIRS · docs.paloaltonetworks.com
  2. Prisma AIRS AI Runtime Security · paloaltonetworks.com
  3. AI Runtime Security Overview · docs.paloaltonetworks.com
  4. Official product website · paloaltonetworks.com
  5. AI Guardrails · docs.lakera.ai
  6. Prompt Defense · docs.lakera.ai
  7. Introduction to AI Agent Security · docs.lakera.ai
  8. Prompt Security · sentinelone.com
  9. Prompt Security · prompt.security
  10. Cisco AI Defense Data Sheet · cisco.com
  11. Cisco AI Defense · cisco.com
  12. AI Runtime Security · hiddenlayer.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
enterprise LLM prompt injection protection products Lakera Guard Protect AI Rebuff HiddenLayer Palo Alto Prisma AIRS 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
LLM security platform prompt injection detection runtime protection enterprise vendors features
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1