AI Overviews now open most buying-stage results in one vendor panel, while three independent analyses find AI assistants deliver a sliver of Google organic’s visits. Around that gap, the machinery behind agents, ads, and access rules keeps arriving with claims and few measurements.

Exposure Versus Visits: Counting What AI Search Really Delivers

One study shows summaries reaching nearly every commercial keyword it tracked, and three others show how few visits assistants send. Both datasets have limits, and together they argue for measuring your own numbers.

Agents and Ads: Architecture Described, Evidence Withheld

Google’s CEO and OpenAI both explained how their systems will reach users and advertisers. In each case the stated design arrives without the numbers a buyer or publisher could check.

Before You Connect: Access and Trust Checks Worth Doing Now

A closed beta and a browser default both change who can reach whom. Each calls for an audit before anything breaks in front of a client or a visitor.

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