Google AI Max raises the value of offline PI conversion data

Google AI Max guidance emphasizes optimizing toward meaningful funnel outcomes rather than raw forms, potentially including qualified leads and signed retainers. CRM, consent, call tracking, and retainer data remain central to attribution. AEO/GEO and AI-search agency material confirms vendor commercialization but provides no verified California PI results, budgets, or competitive intelligence.