# Surfeo (surfeo.ai): agent-readiness 73/100, grade C

> Rank 72 of 1000 on Qomvia (rubric v2.3.0). Last scanned 2026-10-09T06:00:14.415Z. Page: https://qomvia.com/site/surfeo-ai  JSON: https://qomvia.com/api/score/surfeo-ai

## Summary
Category: Software and SaaS
{
  "known": true,
  "confidence": "high",
  "summary": "Surfeo.ai is a SaaS platform designed to help businesses improve their visibility in AI responses from LLMs like ChatGPT, Gemini, and Perplexity. It achieves this by auditing websites, measuring current AI visibility, providing improvement recommendations, and generating optimized content.",
  "offerings": [
    "AI visibility measurement and auditing",
    "GeoScore calculation",
    "Content generation for AI optimization",
    "Recommendations for visibility improvement",
    "Monitoring of AI recommendations",
    "Bilingual platform (Spanish and English)"
  ],
  "audience": "Businesses and companies looking to enhance their presence and be recommended by AI models like ChatGPT, Gemini, and Perplexity.",
  "geography": "Global, specifically catering to Spanish and English-speaking markets.",
  "strengths": [
    "Specializes in AI visibility across major LLMs (ChatGPT, Gemini, Perplexity, Claude).",
    "Provides a quantifiable 'GeoScore' and website audits.",
    "Offers automated content generation for AI optimization.",
    "Operates bilingually in Spanish and English.",
    "Claims to offer honest audits and continuous improvement."
  ],
  "unknowns": [
    "Specific customer success stories or detailed case studies.",
    "Exact algorithms or proprietary methods used for GeoScore calculation.",
    "Integration capabilities with other marketing or analytics tools.",
    "Company founding date or leadership team structure.",
    "Detailed breakdown of content types generated (e.g., blog posts, FAQs)."
  ],
  "alternatives": [],
  "business": "A SaaS platform helping businesses measure and improve their visibility and content performance in AI search and recommendation systems (ChatGPT, Gemini, Perplexity, Claude) for Spanish and English-speaking markets.",
  "competitors": []
}

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

## Add-on packs
- E-commerce & product feeds: 33/100 (not part of the public score)

## AI mentions and rivals
Named in 1 AI assistant answers.


## FAQ
Q: Is Surfeo readable by AI agents?
A: Surfeo (surfeo.ai) scores 73 out of 100 for agent readiness, grade C, measured yesterday, on 09.10.2026. 0 of 3 agent classes we test can use the site, and 1 check currently block agents outright.

Q: What stops agents from using surfeo.ai?
A: The heaviest problems are: No MCP endpoint to call; No stated policy for automated access; No machine-readable contact; No Content Signals; Content carries a date. 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 Surfeo agent-readiness score calculated?
A: Qomvia fetches public pages of surfeo.ai 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. E-commerce & product feeds checks are scored separately (33/100) and do not affect the public score or rank.

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 yesterday, on 09.10.2026.

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