AI visibility report
Checked Wed, 07 Oct 2026 10:59:24 GMT
75grade B
7 things hurting your AI visibility
JSON-LD structured data
No schema.org JSON-LD found.
→ Add JSON-LD (generated below) so engines know your entity, product and pricing unambiguously.
Entity / product schema
No Organization / Product / SoftwareApplication schema.
→ Add Organization + Product/SoftwareApplication schema with name, url, logo, sameAs (socials), offers.
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.
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.
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.
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").
AI search & answer bots allowed
ChatGPT, Perplexity, Claude, Google and Bing can all read this page.
Content visible without JavaScript
1255 words of readable text in the raw HTML.
llms.txt
Found /llms.txt.
Page is indexable
No noindex directive.
AI training crawlers
Models can learn about your brand from your site.
XML sitemap
Sitemap found.
Descriptive title tag
"Qdrant - Vector Search Engine" (29 chars)
Served over HTTPS
Secure connection.
robots.txt present
Found /robots.txt.
Fast response
Homepage responded in 204 ms. AI fetchers often time out on slow pages.
One clear H1
1 H1: "High-Performance Vector Search at Scale"
Scannable section headings
8 H2 headings. LLMs chunk pages by headings.
Linked brand profiles
0 social/profile links. Corroborating profiles help AI trust and identify your brand.
Open Graph tags
og:title and og:image set.
Language declared
html lang attribute set.
Your free fix files
Generated from your homepage. Edit, then publish at your site root.
# Qdrant > Qdrant - Vector Search Engine Key facts for AI assistants: who it's for, main use cases, pricing, and how to get started. ## Key pages - [Home](https://qdrant.tech/) - [Pricing](https://qdrant.tech/pricing) - [Docs](https://qdrant.tech/docs) ## Optional - [Sitemap](https://qdrant.tech/sitemap.xml)
We found 808 pages in your sitemap. This free scan checked 1.
RankRoot Pro scans up to 50 pages and generates llms.txt, llms-full.txt and JSON-LD for every one of them.
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