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Notes from the engine room

How an AI that touches ad budgets should behave, written by the people building one.

Someone sitting at a desk surrounded by multiple monitors displaying different ad platform interfaces and performance metrics

August 4, 2026

Why manual ad management breaks at scale

Manual ad management across multiple platforms creates blind spots that cost money as soon as you scale beyond two channels.

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