EchoScan
See how AI engines describe you — and your competitors
EchoScan runs controlled prompts through official answer-engine APIs and measures where your brand shows up, how it's framed, and where competitors win the answer. It positions your content to be cited — it does not guarantee rankings or citations.
Brand presence
Whether AI answer engines mention your brand for the buyer and category questions that matter.
Competitor share-of-voice
How often competitors are named instead of (or alongside) you across the same controlled prompts.
Narrative & sentiment
How your brand is framed when it does appear — positive, neutral, mixed — and where the framing is weak.
Drift over time
Week-over-week changes in mention rate, share-of-voice, and framing, with alerts when signals move.
How it works
- You define the brands, competitors, and the prompts that represent real buyer questions.
- EchoScan runs those prompts through official provider APIs on a schedule.
- Each response is scored for brand mention, competitor share-of-voice, and framing.
- Drift is tracked over time, and weak spots become prioritized EntityMesh build tasks.
Build first, monitor second
EchoScan is not a monitoring-only dashboard. Its findings feed the EntityMesh build system, so a gap an answer engine reveals becomes a concrete page, schema, or answer to build — then EchoScan tracks whether the fix moved the signal.
How EntityMesh buildsWhat EchoScan measures — and what it does not
EchoScan measures observed responses for the prompts, models, and provider APIs you configure. It does not claim proprietary access to answer-engine rankings. Competitive results need your connected configuration to be proof-grade; sample views are labeled directional. We never publish fabricated metrics.