LLMaoLLMao

    AI search visibility report · 2026-02-18

    How AI assistants see manzas.io

    manzas.io has an AI visibility score of 56/100. The site passed 20 of 34 tests. Its strongest areas are Readability and Technical Accessibility. The areas to improve are Schema.org Markup and Citation & Source Quality.

    How ChatGPT, Claude and Perplexity read manzas.io

    Readability90/100

    Result: strong. 4 of 4 tests passed.

    Excellent readability with clear, active voice and well-handled technical jargon related to procurement.

    Schema.org Markup0/100

    Result: weak. 0 of 5 tests passed.

    No JSON-LD schema was detected in the provided HTML, which is a significant missed opportunity for LLM optimization. All tests received a score of 0/20.

    Authority & Trust Signals55/100

    Result: weak. 4 of 5 tests passed.

    Basic trust signals like contact email and privacy pages are present, but lack of author credentials and detailed company history limits trust.

    Citation & Source Quality40/100

    Result: weak. 1 of 4 tests passed.

    The site makes several claims about efficiency and security but lacks external citations or primary source data to verify them.

    Content Freshness75/100

    Result: average. 3 of 4 tests passed.

    The site is current for 2026, with a 2026 copyright and recent pilot program mentions, though specific 'last updated' dates are missing.

    Content Structure70/100

    Result: average. 3 of 4 tests passed.

    Good use of semantic HTML and sections, but the heading hierarchy is inconsistent (skipping H2s in some sections).

    Entity Definition60/100

    Result: average. 2 of 4 tests passed.

    The brand name is consistent, but the lack of an About page and Organization schema makes it harder for LLMs to define the entity.

    Technical Accessibility80/100

    Result: strong. 3 of 4 tests passed.

    Strong meta descriptions and social meta tags are present, though AI-specific crawler instructions are missing.

    How manzas.io can improve its AI visibility

    • Add JSON-LD Structured Data (high priority)
    • Enhance Authoritative Signals (E-E-A-T) (high priority)
    • Optimize Heading Hierarchy (medium priority)
    • Add Authoritative Outbound Citations (medium priority)
    • Explicitly Allow AI Crawlers (medium priority)

    How manzas.io compares to its competitors