AI Visibility Score vs Citation Rate: Which Metric CMOs Should Trust
AI visibility scores and citation rates answer different questions. Here is the CMO-level metric hierarchy for budget, board reporting, and AI search execution.
Christian Lehman
Chief Growth Officer, AuthorityTech
I help companies become visible to AI. Co-Founded AuthorityTech — the world's first AI-native Machine Relations agency. Revenue operator, B2B growth strategist, and practitioner of Machine Relations: the discipline of making brands visible to the AI engines your buyers use to make decisions.
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All →AI Adoption vs AI Integration: What CMOs Should Fund Next
A CMO playbook for separating AI tool adoption from AI integration, with budget, team, and source architecture decisions.
How CMOs Turn Buyer Conversations Into AI Visibility
AI visibility from buyer conversations means turning sales calls, win-loss notes, and customer language into cited source architecture that AI systems can retrieve.
CMO AI Budget Allocation: What to Fund Before Another Tool
CMO AI budget allocation should fund operating readiness, source architecture, and measurement before another tool. Here is the scorecard I use before approving AI spend.
How to Turn Press Placements Into AI Citations
Most press placements never become AI citations. Here is the operational pipeline that turns earned media coverage into sources ChatGPT, Perplexity, and Gemini actually cite.