# Topcited (topcited.ai): agent-readiness 66/100, grade C

> Rank 279 of 1000 on Qomvia (rubric v2.3.0). Last scanned 2026-10-21T07:30:41.279Z. Page: https://qomvia.com/site/topcited-ai  JSON: https://qomvia.com/api/score/topcited-ai

## Summary
Category: Software and SaaS
{
  "known": true,
  "confidence": "high",
  "summary": "TopCited is a Generative Engine Optimization (GEO) platform that helps brands achieve top rankings when AI recommends products to customers. It monitors brand visibility across leading AI engines like ChatGPT, Gemini, and Claude, providing tools and methods to optimize content for better AI recommendations and become the cited source.",
  "offerings": [
    "Generative Engine Optimization (GEO) platform",
    "AI search visibility monitoring across various AI engines",
    "Share-of-voice analytics for AI recommendations",
    "Answer-engine optimization tooling",
    "Content optimization with peer-reviewed GEO methods",
    "Strategies to become the #1 recommended brand by AI"
  ],
  "audience": "Brands, businesses, marketers, and content strategists focused on AI-driven customer acquisition.",
  "geography": null,
  "strengths": [
    "Specializes in the emerging 'Generative Engine Optimization' (GEO) field",
    "Monitors multiple major AI models (ChatGPT, Gemini, Claude, Perplexity)",
    "Offers both measurement and optimization tools for AI visibility",
    "Emphasizes research-backed, 'peer-reviewed GEO methods'",
    "Aims to position brands as the primary AI recommendation"
  ],
  "unknowns": [
    "Specific customer success stories or detailed case studies",
    "Exact pricing tiers beyond the existence of a pricing page",
    "Founding date or company size",
    "Detailed technical specifications of their GEO methodology",
    "The specific makeup of their 'peer-reviewed' methods"
  ],
  "alternatives": null,
  "business": "A Generative Engine Optimization (GEO) platform that helps brands measure their AI search visibility and optimize content to be recommended first by AI engines for customers.",
  "competitors": null
}

## Score by group
- Machine access: 24/24
- Content legibility: 23/26
- Discovery surface: 9/20
- Identity & policy: 5/12
- Agent-facing performance: 5/8
- 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 2 AI assistant answers.


## Named for
- What are the best tools to track how a brand is mentioned and recommended by AI assistants like ChatGPT, Claude and Gemini? https://qomvia.com/answers/what-are-the-best-tools-to-track-how-a-brand-is-mentioned-and-recommended-by-ai

## FAQ
Q: Is Topcited readable by AI agents?
A: Topcited (topcited.ai) scores 66 out of 100 for agent readiness, grade C, measured 2 days ago, on 21.10.2026. 0 of 3 agent classes we test can use the site, and 2 checks currently block agents outright.

Q: What stops agents from using topcited.ai?
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 Topcited agent-readiness score calculated?
A: Qomvia fetches public pages of topcited.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.

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 2 days ago, on 21.10.2026.

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