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    AI search visibility report · 2026-02-18

    How AI assistants see manzas.io

    manzas.io has an AI visibility score of 79/100. The site passed 28 of 34 tests. Its strongest areas are Schema.org Markup and Readability. The areas to improve are Citation & Source Quality and Authority & Trust Signals.

    How ChatGPT, Claude and Perplexity read manzas.io

    Readability90/100

    Result: strong. 4 of 4 tests passed.

    The content is clear, uses active voice, and handles technical procurement jargon well. There are minor improvements in sentence length and jargon handling, leading to a slightly higher overall score.

    Schema.org Markup95/100

    Result: strong. 5 of 5 tests passed.

    JSON-LD is present with Organization, WebSite, FAQPage, and SoftwareApplication types. The FAQPage schema is complete and valid. All core schemas are present and correctly implemented. Schema completeness and validity have significantly improved, with no errors detected. The addition of the SoftwareApplication schema is a notable improvement. The only remaining issue is the absence of a more speci

    Authority & Trust Signals70/100

    Result: average. 4 of 5 tests passed.

    Strong social proof with enterprise logos and contact info, but lacks deep author credentials and a dedicated About page.

    Citation & Source Quality40/100

    Result: weak. 1 of 4 tests passed.

    Lacks outbound links to primary sources or third-party verifications for security claims.

    Content Freshness75/100

    Result: average. 3 of 4 tests passed.

    Copyright is current (2026), but there are no visible 'last updated' dates for specific content sections.

    Content Structure90/100

    Result: strong. 4 of 4 tests passed.

    The content structure is excellent, with a clear heading hierarchy and well-organized sections. Semantic HTML usage has improved significantly, and paragraph structures are generally good, though some minor improvements could still be made for optimal readability.

    Entity Definition80/100

    Result: strong. 3 of 4 tests passed.

    Brand consistency is high and the founder is identified in schema, though a dedicated About page is missing.

    Technical Accessibility85/100

    Result: strong. 4 of 4 tests passed.

    Good meta tags and social meta, though JS dependency for the demo/pilot sections is a minor concern.

    How manzas.io can improve its AI visibility

    • Fix Truncated JSON-LD and Add FAQ Schema (high priority)
    • Create Dedicated About and Author Pages (high priority)
    • Add Authoritative Outbound Links (medium priority)
    • Implement Visible Content Update Signals (medium priority)
    • Use semantic list elements for lists (medium priority)
    • Shorten longer sentences (medium priority)

    How manzas.io compares to its competitors