I see advertisers with 'perfect' setups failing all the time. The reason? They are still operating under the Old Model. In 2026, the query is no longer the command—it’s just a signal. Welcome to the Predictive Era, where Google trusts its own predictions more than your inputs."

Google Ads’ new Campaign Total Budgets look like a simple pacing update — but beneath the surface, they shift the entire auction into a predictive, investment‑style system. Here’s how this change impacts costs, cannibalization, and your evergreen campaigns.

Microsoft’s new Copilot Checkout and Brand Agents aren’t just retail features — they’re the first major move in the shift toward agent‑led commerce. This post breaks down the upstream incentives, the data grab, and what every operator must do to stay “agent‑ready.”

AI isn’t disrupting advertising — the platforms are. Microsoft and Google’s new AI agents are collapsing the funnel, taking over the decision layer, and redefining who even qualifies to compete. If you’re not designing your signals intentionally, you’re already behind.

Reddit just launched Max campaigns — but behind the cheaper CPCs and shiny automation is a deeper risk most advertisers won’t see. Here’s how Reddit’s community‑driven signals can over‑index, distort performance, and quietly mislead small businesses in 2026.

This is a content hub that supports my posts that breakdown how major platforms behave — Google, Bing, Meta, Reddit, and more — and why small businesses feel rising ad costs and unpredictable automation. Learn the platform behavior patterns shaping paid ads so you can make safer decisions before you spend.