FRAMEWORKLive
Where Should the Next Dollar Go?
A smarter way to think about budget allocation: measure what your spend drives, optimize for the outcome that matters, and validate it with incrementality experiments.
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MAI team
MAI team
Frameworks, guides, and honest comparisons from the team behind MAI, written by the people who plan, monitor, and optimize real ad budgets every day.
A smarter way to think about budget allocation: measure what your spend drives, optimize for the outcome that matters, and validate it with incrementality experiments.
Traditional attribution answers who got credit for past spend. Decision systems need a measurement layer that answers what to do next. Why the gap matters, and how MAI bridges it.
The SaaS instinct for 100% correctness breaks down with agentic systems. On capability, reliability, and designing UX that keeps everything above the red line.