AI Visibility-to-Revenue Attribution
Prove whether AI visibility actually translated to revenue.
ChatBakers 
Claude 
Amplitude What this workflow does
AI visibility wins are easy to claim and harder to prove. Marketing tells the executive team that citations are up; the executive team asks whether anyone arriving from those citations actually buys.
This closes the loop: ChatBakers visibility shifts by prompt and origin domain, cross-referenced with product analytics for users arriving from AI-cited domains, with engagement, activation, and conversion tracked through the full funnel.
The output is a weekly attribution report the marketing team can defend in a board meeting — visibility that converts gets investment, visibility that does not gets cut.
Example prompt
ChatBakers MCP connected ❯ Generate this week's AI visibility-to-revenue report. Pull ChatBakers visibility shifts by prompt and origin domain, cross-reference with Amplitude funnel events to track engagement and conversions for users arriving from AI-cited domains, and tell me whether last week's visibility wins translated into revenue.
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