AI Visibility

How to Plan an AI Search Budget in 2026

Public AI search benchmarks for 2026 are not reliable enough to anchor a budget to. Build the AEO/GEO budget around scope and measurement instead: what you are protecting, what you can actually measure, and what would change a content decision. The framework below sizes the work without inventing enterprise survey numbers, and flags where common ‘AI search benchmark’ claims fall apart.