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    AI search visibility report · 2026-02-11

    How AI assistants see honeycomb.io

    honeycomb.io has an AI visibility score of 74/100. The site passed 24 of 34 tests. Its strongest areas are Readability and Content Structure. The areas to improve are Schema.org Markup and Citation & Source Quality.

    How ChatGPT, Claude and Perplexity read honeycomb.io

    Readability85/100

    Result: strong. 4 of 4 tests passed.

    High clarity and professional tone, though some technical jargon (MCP, p95) is used without immediate definition.

    Schema.org Markup30/100

    Result: weak. 0 of 5 tests passed.

    No JSON-LD blocks were detected in the provided HTML snippet, which is a significant missed opportunity for LLMs.

    Authority & Trust Signals75/100

    Result: average. 4 of 5 tests passed.

    Strong social proof with enterprise logos and contact info, but lacks visible publication dates on the homepage.

    Citation & Source Quality50/100

    Result: weak. 3 of 4 tests passed.

    Claims are specific but lack external verification links or primary source citations on the homepage.

    Content Freshness60/100

    Result: average. 2 of 4 tests passed.

    Content mentions 'AI era' and 'MCP', indicating 2024-2026 relevance, but lacks explicit date metadata.

    Content Structure85/100

    Result: strong. 4 of 4 tests passed.

    Excellent use of H1-H4 hierarchy and logical flow, though semantic HTML tags could be more robust.

    Entity Definition80/100

    Result: strong. 3 of 4 tests passed.

    Strong brand consistency and a clear 'About' mission, but lacks Person schema for key authors.

    Technical Accessibility80/100

    Result: strong. 4 of 4 tests passed.

    Good meta descriptions and social tags, but AI crawler specific instructions are not visible.

    How honeycomb.io can improve its AI visibility

    • Add Structured Data (JSON-LD) (high priority)
    • Surface Content Dates (high priority)
    • Define Proprietary Terms Clearly (medium priority)
    • Improve Outbound Citations (medium priority)
    • Optimize robots.txt for AI Bots (medium priority)

    How honeycomb.io compares to its competitors