YC AI visibility / Winter 2025 / quantstruct.com
Is Quantstruct visible to AI?
AI documentation engineer – test & autoimprove stale product docs
YC Winter 2025Ranked #95 of 107 in YC Winter 2025 · AI visibility of YC companies
52#95 of 107 in YC Winter 2025
14 issues holding Quantstruct back
No usable robots.txt
No XML sitemap
Content invisible without JavaScript
Weak title tag
Few scannable section headings
No question & answer content
Incomplete Open Graph tags
No JSON-LD structured data at all
No product / organization schema
No linked brand profiles (sameAs)
No llms.txt
No discoverable API or MCP for agents
Pricing not machine-readable
No docs / help content linked
Run the full live audit for fixes → Snapshot from 2026-10-18; the live audit shows details and ready-to-paste fixes.
Work at Quantstruct? Fix every page, not just the homepage.
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Show your YC Winter 2025 ranking
Quantstruct ranks #95 of 107 in YC Winter 2025 for AI visibility. Add this badge to your site, docs or README. It links to the batch leaderboard.
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<a href="https://getrankroot.com/yc/winter-2025"><img src="https://getrankroot.com/api/badge/yc?domain=quantstruct.com" alt="YC Winter 2025 · AI visibility #95 of 107" height="20"></a>
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