Method
Qualified AI Recommendation Share
The percentage of commercially relevant buyer prompts for which your company is meaningfully recommended. Secondary: competitive share of voice against a named set of alternatives.
Workflow
Domain → company discovery → competitor discovery → prompt suite → benchmark → website audit → sources → gaps → GEO score → prioritized plan.
Evidence rules
Findings are labeled observed fact, inference, or recommendation. Causal language is withheld unless the evidence supports it. Live engine connectors run only when you provide API credentials. Unsupported surfaces such as Copilot or Google AI Mode are never fabricated.
Technical audit points are awarded only for established indexing practices: robots, sitemaps, canonicals, indexability, Organization or Product schema, and server-rendered text.
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