# Honeyb (honeyb.ai): agent-readiness 69/100, grade C

> Rank 158 of 1000 on Qomvia (rubric v2.3.0). Last scanned 2026-10-08T01:20:14.303Z. Page: https://qomvia.com/site/honeyb-ai  JSON: https://qomvia.com/api/score/honeyb-ai

## Summary
Category: Software and SaaS
{
  "known": true,
  "confidence": "high",
  "summary": "Honeyb provides AI visibility software for Answer Engine Optimization, tracking mentions, sentiment, and competitor share across AI engines daily. It helps brands by generating content cited by AI and optimizing sites for AI readability.",
  "offerings": [
    "AI visibility software",
    "Answer Engine Optimization (AEO) tools",
    "Daily AI engine tracking (mentions, sentiment, citations, competitor share)",
    "AI-cited content writing services",
    "Website optimization for AI readability",
    "Free AI Visibility Checker"
  ],
  "audience": "Brands and agencies looking to optimize their presence and recommendations within AI answer engines like ChatGPT, Gemini, Claude, and Perplexity.",
  "geography": null,
  "strengths": [
    "Specializes in Answer Engine Optimization (AEO)",
    "Tracks multiple major AI models daily",
    "Provides actionable insights and content generation",
    "Monitors sentiment, citations, and competitor share",
    "Offers a free tool to check AI visibility"
  ],
  "unknowns": [
    "Detailed pricing structure beyond having a pricing page",
    "Specific customer success stories or case studies",
    "Company size or market share",
    "Founding history or leadership team",
    "Specific technical methodologies for content generation/site fixes"
  ],
  "alternatives": null,
  "business": "Honeyb is a software-as-a-service company providing AI visibility monitoring and optimization tools for brands and agencies to enhance their recommendations and presence in AI answer engines.",
  "competitors": []
}

## Score by group
- Machine access: 24/24
- Content legibility: 23/26
- 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

## Add-on packs
- E-commerce & product feeds: 22/100 (not part of the public score)

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


## Named for
- How can I find out whether ChatGPT, Claude or Gemini recommends my company when potential customers ask for products in my category? https://qomvia.com/answers/how-can-i-find-out-whether-chatgpt-claude-or-gemini-recommends-my-company-when-p

## FAQ
Q: Is Honeyb readable by AI agents?
A: Honeyb (honeyb.ai) scores 69 out of 100 for agent readiness, grade C, measured 2 days ago, on 08.10.2026. 0 of 3 agent classes we test can use the site, and 2 checks currently block agents outright.

Q: What stops agents from using honeyb.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 Honeyb agent-readiness score calculated?
A: Qomvia fetches public pages of honeyb.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 (22/100) 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 2 days ago, on 08.10.2026.

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