Mention

ChatGPT · Gemini · Perplexity

best tool for a 10-person team that needs to ship this quarter

For a fast-moving team, these are the options most people start with:

  1. Brand A
  2. Brand B
  3. Brand C

sourced · review sites · docs · comparison posts

✕ not on the list · your brand

Scoring

GEO Performance Scoring

Scores are computed in code from stored evidence — not invented in an LLM prompt. MentionX publishes methodology for Visibility Score, Mention Rate, Recommendation Rate, First-choice Rate, position, citation share, and SOV.

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Why it matters

  • Recommendation Rate + First-choice + Mention→Recommend gap
  • Deterministic scoring in application code
  • Published methodology — no fabricated query volumes

Outcomes

  • Report GEO progress with defensible Overview KPIs
  • Align executives on what changed and why
  • Compare scans with consistent methodology versions

Platform

How MentionX delivers

Overview scorecard

Visibility Score, Mention Rate, Recommendation Rate, First-choice Rate, Citation Share, Average Position, and SOV.

Methodology versioning

Every scan records scorer version — reruns remain comparable or explicitly flagged.

Board-ready exports

Pair scores with Boardroom deck slides tied to stored evidence.

Evidence first

Run a baseline scan on any company URL

Stored engine answers before scores. No fabricated query volumes. Published methodology.

features