AI Visibility Index / qdrant.tech
Is Qdrant visible to AI?
75rank #449 of 538
7 issues holding Qdrant back
JSON-LD structured data
No schema.org JSON-LD found.
→ Add JSON-LD (generated below) so engines know your entity, product and pricing unambiguously.
Machine-usable interface (API / MCP)
No OpenAPI spec, MCP server or API docs discovered. AI agents can read about you but can't act (sign up, query, buy).
→ Expose an MCP server or OpenAPI spec and link it from llms.txt so agents can use your product, not just read about it.
Entity / product schema
No Organization / Product / SoftwareApplication schema.
→ Add Organization + Product/SoftwareApplication schema with name, url, logo, sameAs (socials), offers.
Pricing is machine-readable
No pricing found. Agents comparing tools for users skip products without clear prices.
→ Add a plain-HTML /pricing page and `offers` in your JSON-LD.
Meta description
Missing. AI engines often quote this as your one-line summary.
→ Write a 50-160 char description stating exactly what the product does.
Docs / help content linked
No docs/help links. Agents rely on docs to answer how-to questions about you.
→ Publish public docs/how-to pages and link them from the homepage and llms.txt.
Question & answer content
No FAQ section found.
→ Add an FAQ answering the exact questions buyers ask ChatGPT ("best X for Y", "X vs Y", "how much does X cost").
What Qdrant gets right
Served over HTTPS · robots.txt present · AI search & answer bots allowed · AI training crawlers · XML sitemap · Page is indexable · Fast response · Content visible without JavaScript · Descriptive title tag · One clear H1 · Scannable section headings · Open Graph tags · Language declared · Linked brand profiles · llms.txt
Work at Qdrant? Fix every page, not just the homepage.
RankRoot Pro scans up to 50 pages and generates llms.txt, llms-full.txt and per-page JSON-LD.
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