AI search visibility report · 2026-02-18
How AI assistants see manzas.io
manzas.io has an AI visibility score of 68/100. The site passed 25 of 34 tests. Its strongest areas are Schema.org Markup and Content Structure. The areas to improve are Citation & Source Quality and Entity Definition.
How ChatGPT, Claude and Perplexity read manzas.io
Readability80/100
Result: strong. 4 of 4 tests passed.
Content is clear and professional. Jargon is used but generally contextualized within the procurement niche.
Schema.org Markup100/100
Result: strong. 5 of 5 tests passed.
The Schema.org Markup has been significantly improved. JSON-LD is now present, comprehensive, valid, and complete, covering core schemas and relevant content schemas. This is a substantial improvement from the previous assessment where no JSON-LD was detected.
Authority & Trust Signals60/100
Result: average. 4 of 5 tests passed.
Strong social proof with enterprise logos and clear security/compliance sections, but lacks individual author credentials and detailed trust pages.
Citation & Source Quality20/100
Result: weak. 0 of 4 tests passed.
The site makes several technical and security claims without linking to external primary sources or standards for verification.
Content Freshness50/100
Result: weak. 2 of 4 tests passed.
Copyright is current (2026), but there are no specific publication or modification dates on the content to signal active maintenance.
Content Structure90/100
Result: strong. 4 of 4 tests passed.
Excellent use of semantic HTML and clear heading hierarchy. The page is well-organized for both humans and crawlers.
Entity Definition50/100
Result: weak. 2 of 4 tests passed.
Brand consistency is high, but the site lacks a dedicated About page and Person entities for leadership.
Technical Accessibility75/100
Result: average. 4 of 4 tests passed.
Good meta descriptions and social meta tags are present. Content is largely accessible, though AI-specific crawler directives are unknown.
How manzas.io can improve its AI visibility
- Add JSON-LD Structured Data (high priority)
- Establish Author E-E-A-T (high priority)
- Add Authoritative Outbound Citations (medium priority)
- Optimize robots.txt for AI Crawlers (medium priority)
- Strengthen Entity Definition (medium priority)
How manzas.io compares to its competitors
- Loopio (loopio.com) — score 78/100
- Responsive (formerly RFPIO) (responsive.io) — score 84/100
- Ombud (ombud.com) — score 58/100
- Workday Strategic Sourcing (Scout RFP) (scoutrfp.com) — score 68/100