Sam Collins

Sam Collins is a business whose own site puts it this way: "I'm most interested in building tools and systems that give people superpowers and help us manage ourselves and our planet.☕️ I drink a lot of coffee." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.

The page falls short on a heading structure that lays out what it offers, credibility markers like credentials or reviews, the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, structured data describing the business and a clearly stated business identity.

Away from its own site, other sites link to it and people discuss it in places AI engines read. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 149 words.

Company ·

Sam Collins

Website ·

smcllns.com

Industry ·

Technology

Site status ·

Live (The website showed an active business site when last checked (Aug 26, 2026).)

Last scored ·

Aug 1, 2026