Answer coverage
Which buying prompts mention the client, omit it, or describe it with weak positioning.
LLM Perception
See how AI describes the client before buyers arrive.
LLM Perception audits show how each provider describes the brand, which sources support the answer, where hallucinations appear, and which prompts create competitor risk.
What the buyer can verify
ChatGPT, Claude, Gemini, Perplexity, Grok, and Mistral in the standard audit panel.
Market, language, industry, persona, and competitor context preserved for every audit.
Prompt-level answer evidence with sources, hallucination checks, and missing-proof gaps.
Remediation missions, retests, and client-ready exports for recurring agency work.
6
standard providers
98
LLM prompts
40
AI Preference prompts
Capability
What LLM Perception explains
Agencies can inspect the exact answer evidence behind each score instead of reporting generic visibility movement.
Accuracy and hallucinations
Whether the answer matches Brand Knowledge or invents unsupported facts.
Source and citation quality
Which pages and third-party sources shape the answer.