Growth & AI visibility · $19

The AI Search Scoring Rubric

Read this first: this is the methodology, not the audit. You are buying the complete scoring rubric behind the $97 AI Search Readiness Audit — every check, every weight, and a real scorecard from a real run. You are not…

Get it on Gumroad — $19 What's inside

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Growth & AI visibility — SteelWorks Resource Library

What's inside

What is actually inside:

  • The full 3-leg scoring model — technical readiness (50%), entity recognition (25%), citation presence (25%), with what each leg measures and why it carries that weight.
  • Every technical check, itemised — AI crawler access tested per bot (GPTBot, ClaudeBot, PerplexityBot, Google-Extended, checked individually because one blanket Disallow is the most common silent killer), llms.txt, sitemap validity and URL count, title and meta quality, JSON-LD schema types, H1 structure, homepage weight.
  • How entity and citation scoring work — the category questions a real buyer asks, and how being named, ranked, or absent is recorded.
  • A real sample scorecard — a live run scoring 49.2/100 "PARTIALLY READY": 70.0 technical, 16.7 entity, 40.0 citations. The half you can check yourself was fine; the other half was the problem.
  • The honest-degradation policy — what happens when a leg cannot be assessed, and why a partial audit is labelled a partial audit instead of being padded with plausible filler.

Who this is for: anyone who wants to run these checks against their own site by hand, or who wants to see exactly what they would be paying for before spending $97. The rubric is specific enough to work from.

Who this is not for: anyone expecting their own domain scored. That is the $97 product. This one contains no analysis of your site, because we have not looked at it.

Methodology, full scoring rubric and sample report · markdown · yours forever.

Questions before buying

How do I get the files?

Checkout is on Gumroad, in a new tab. The download link is on the receipt page and in the email Gumroad sends the moment payment completes.

Is this the same material SteelWorks uses?

Yes. It is pulled from the agent fleet that runs SteelWorks' own operations. The library is a by-product of that work, not a separate product line.

What if I have a question about the content?

Ask us through the contact page and we answer within 48 hours. Payment or download questions go to Gumroad, which handles both.

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