YC AI visibility / Winter 2026 / fern.bot
Is Fern visible to AI?
RL environments for robotics companies
YC Winter 2026Ranked #127 of 137 in YC Winter 2026 · AI visibility of YC companies
46#127 of 137 in YC Winter 2026
14 issues holding Fern back
No usable robots.txt
No XML sitemap
Content invisible without JavaScript
Weak or missing meta description
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 Fern? Fix every page, not just the homepage.
Traffic Boost, $49 once, never renews: 7 days of Pro to audit up to 50 pages per scan and generate llms.txt, llms-full.txt and per-page JSON-LD, and your product featured across RankRoot for 30 days (homepage, launch directory, your industry page and the tool AI agents use to find products), live today with a dofollow link and a public count of every visitor sent.
Show your YC Winter 2026 ranking
Fern ranks #127 of 137 in YC Winter 2026 for AI visibility. Add this badge to your site, docs or README. It links to the batch leaderboard.
HTML
<a href="https://getrankroot.com/yc/winter-2026"><img src="https://getrankroot.com/api/badge/yc?domain=fern.bot" alt="YC Winter 2026 · AI visibility #127 of 137" height="20"></a>
Markdown
[](https://getrankroot.com/yc/winter-2026)
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