AI Recommendation Readiness Checklist

This checklist covers the concrete, checkable items that determine whether an AI system can find, understand, and recommend a brand. It follows the same categories Trocial checks in a real scan: brand facts, technical discoverability, proof, and competitive context.

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Brand facts

  • A clear, specific category statement (not just a tagline).
  • A plainly stated core offer: what the product or service actually does.
  • A named target customer or use case.
  • Geography or markets served, stated explicitly.

Technical discoverability

  • The site is crawlable (no accidental blocks on public marketing pages).
  • Canonical tags are present and correct.
  • Basic schema markup (Organization, WebSite, and page-specific types) is present.
  • Metadata (title, description) is unique per page.

Proof and citations

  • At least one page a model can cite for outcomes or results, not just claims.
  • Consistent facts across the site - no contradicting details between pages.
  • Third-party sources (reviews, press, documentation) that corroborate core claims.

Competitive context

  • A comparison page naming real, specific alternatives.
  • Clear differentiation stated in specific terms, not generic superlatives.
  • An FAQ that answers the buyer questions a model is likely to be asked.

Sources