Head to head

learnosity.com vs vin.com

learnosity.com is more readable to AI, 94 against 62 out of 100. Both were measured with the same audit: robots.txt policy for 48 AI agents, live requests under four crawler user agents, and a JavaScript-free read of the homepage.

learnosity.com 94/10094learnosity.com

Scanned 22 hours ago · full report

vin.com 62/10062vin.com

Scanned 22 hours ago · full report

Where the difference is by dimension

Dimensionlearnosity.comvin.com
Reach
Whether AI crawlers and answer-engine fetchers are permitted to request the page at all. What h…
40 / 4036 / 40
Readability
Whether a fetcher that does not execute JavaScript receives the actual content, in markup an ex…
24 / 2519 / 25
Structure
Machine-readable markup that states the page's type, entities, canonical URL, and discrete fact…
20 / 206 / 20
Attribution
Signals that let an answer engine name the author, date the content, resolve the publisher, and…
10 / 151 / 15

The measurements side by side

Measurementlearnosity.comvin.com
Answer engines blocked04
Training crawlers blocked05
Refuses AI agents at the edgenono
Words of text without JavaScript1,860342
Structured datayesno
Sitemapyesyes
llms.txtyesno

learnosity.com blocks no tracked AI crawler in robots.txt.

vin.com blocks ChatGPT-User, Claude-SearchBot, Claude-User, ClaudeBot, GPTBot, Meta-ExternalAgent, PerplexityBot, Scrapy, SemrushBot-OCOB.

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