# Mentionrank (mentionrank.io): agent-readiness 65/100, grade C

> Rank 305 of 1000 on Qomvia (rubric v2.3.0). Last scanned 2026-10-23T01:30:14.227Z. Page: https://qomvia.com/site/mentionrank-io  JSON: https://qomvia.com/api/score/mentionrank-io

## Summary
Category: Software and SaaS
{
  "known": true,
  "confidence": "high",
  "summary": "MentionRank is a comprehensive AI visibility tracking platform that monitors and analyzes how often various AI models mention a brand. It helps businesses understand their presence in AI-generated responses, provides a MentionRank score, and offers recommendations to enhance AI visibility.",
  "offerings": [
    "AI Mention Tracking (across multiple LLMs like ChatGPT, Claude, Gemini)",
    "MentionRank Score calculation",
    "Competitor Benchmarking",
    "Data-driven AI visibility recommendations",
    "Prompt Explorer",
    "Website Scanner"
  ],
  "audience": "Businesses, marketing professionals, brand managers, and PR agencies seeking to monitor and improve their brand's presence in AI model outputs.",
  "geography": "Global",
  "strengths": [
    "Specializes in the growing niche of AI visibility tracking.",
    "Monitors brand mentions across several prominent AI models.",
    "Provides actionable insights for improving AI presence.",
    "Offers competitive benchmarking to gauge performance.",
    "Addresses the challenge of brand invisibility in AI recommendations."
  ],
  "unknowns": [
    "Specific pricing plans and tiers.",
    "Detailed methodology for the MentionRank score calculation.",
    "Customer testimonials or specific case studies.",
    "Company size or funding status.",
    "User interface details or user experience quality."
  ],
  "alternatives": [
    "brandwatch.com",
    "meltwater.com",
    "talkwalker.com"
  ],
  "business": "SaaS platform providing AI visibility tracking and brand mention monitoring across large language models for businesses globally.",
  "competitors": [
    "brandwatch.com",
    "meltwater.com",
    "talkwalker.com",
    "sprinklr.com",
    "netbasequid.com",
    "semrush.com",
    "reputation.com"
  ]
}

## Score by group
- Machine access: 24/24
- Content legibility: 19/26
- Discovery surface: 9/20
- Identity & policy: 5/12
- Agent-facing performance: 8/8
- Agent protocols: 0/10
Failing checks:
- [blocker] No API or feed to read
- [blocker] No MCP endpoint to call
- [improvement] No stated policy for automated access
- [improvement] No machine-readable contact
- [improvement] No Content Signals

## AI mentions and rivals
Named in 1 AI assistant answers.
- meltwater.com: 73/100 https://qomvia.com/site/meltwater-com
- semrush.com: 73/100 https://qomvia.com/site/semrush-com

## FAQ
Q: Is Mentionrank readable by AI agents?
A: Mentionrank (mentionrank.io) scores 65 out of 100 for agent readiness, grade C, measured today, on 23.10.2026. 0 of 3 agent classes we test can use the site, and 2 checks currently block agents outright.

Q: What stops agents from using mentionrank.io?
A: The heaviest problems are: No API or feed to read; No MCP endpoint to call; No stated policy for automated access; No machine-readable contact; No Content Signals. Each one is scored from a public HTTP response, and the fix for each is listed in the signed-in report.

Q: How is the Mentionrank agent-readiness score calculated?
A: Qomvia fetches public pages of mentionrank.io as an AI agent would and runs the core checks every site gets across 6 groups: Machine access, Content legibility, Discovery surface, Identity & policy, Agent-facing performance, Agent protocols. Checks are weighted by how much an agent loses when they fail, and the score is expressed out of 100.

Q: How often is this score updated?
A: Public scores are re-checked when the site is re-scanned; tracked domains are re-scanned weekly and their owners are alerted when a check regresses. This page shows the scan from today, on 23.10.2026.

## Related
- Leaderboard: https://qomvia.com/leaderboard — category ranking: https://qomvia.com/leaderboard/saas-software
- Score another site: https://qomvia.com/