
AI referrals as a percentage of traffic are the wrong metric. Search was built to route out; LLMs were built to keep users in. The new measurement is being the source the answer is built from.

An executive-level guide for CMOs on AI search strategy, covering budget allocation, organizational design, ROI measurement, and a 90-day action plan.

A practical framework for measuring the ROI of AI search optimization, connecting visibility metrics to business outcomes with attribution models, benchmarks, and stakeholder communication strategies.