LLM Presence

Know exactly how AI engines answer for you.

LLM Presence runs your prompt sets across the major AI engines on a schedule and tracks whether you appear, how you're described, and when that changes — with alerts on drift.

What it does

Controlled, repeatable measurement.

Visibility is measured only for the providers, prompts, and runs you configure — a defined, repeatable signal, not a claim of proprietary ranking access.

  • Configured prompt sets run on a schedule
  • ChatGPT, Gemini, Perplexity, and Claude coverage
  • Brand visibility, sentiment, and recommendation strength
  • Drift alerts when your presence changes
  • CSV / JSON export; degraded-mode safe when a provider key is missing

LLM Presence vs. EchoScan

LLM Presence tracks how engines answer your configured prompts over time. EchoScan focuses on brand vs. competitor framing and turns the gaps into build priorities. They're complementary monitoring layers over the infrastructure EntityMesh builds.