A weighted self-assessment across the off-site authority stack AI engines pull from: review ecosystem, analyst relations, community presence, and entity consistency. Weights reflect each tier's pull on AI citations; real results depend on execution and competitive context.
How this works
AI engines are consensus engines: they corroborate your claims across the off-site authority stack before recommending you. Review sites alone drive up to 85% of B2B category citations. This scorecard weights the four tiers, the review ecosystem, analyst relations, community presence, and entity consistency, by their pull on AI citations, then ranks your biggest unrealized points.