Google Just Turned Search Into a Workbench. Most Companies Aren't Ready.

On Thursday, Google expanded AI Mode across Search — and quietly changed what "searching for something" means.

Users can now draft documents, generate code, and build lightweight tools directly inside the search interface. Google also reported that AI Overviews are appearing 58% more frequently year-over-year, with education, B2B tech, finance, and insurance seeing the most aggressive growth.

Meanwhile, Criteo became the first ad-tech company to integrate with OpenAI's advertising pilot inside ChatGPT, placing brands directly inside conversational AI for the first time.

These aren't incremental updates. They're signals that the interface between businesses and their customers is being rewritten — fast.

What This Actually Means

For the past twenty years, "being findable online" meant optimizing for ten blue links. That era is ending. When a potential customer can ask an AI to compare fractional CTO services, generate a vendor shortlist, and draft an outreach email — all without leaving the search bar — your website isn't competing with other websites anymore. It's competing with the AI's understanding of your business.

This is the shift from SEO to what's being called GEO — Generative Engine Optimization. And it rewards a very different kind of content than traditional search did.

Traditional SEO rewarded keyword density, backlink volume, and technical structure. GEO rewards clarity, authority, and specificity. AI models pull from content that directly and definitively answers real questions. They favor structured formatting, quotable statements, and content that appears across multiple credible sources.

What to Do About It

If your business depends on being found online — and whose doesn't — here's what matters now:

Answer real questions clearly. Not "What is AI transformation?" but "What should a $20M SaaS company expect in the first 90 days of an AI transformation engagement?" Specificity wins.

Build entity recognition. AI models need to encounter your brand across multiple credible sources — directories, guest posts, podcasts, LinkedIn — before they'll surface you in a recommendation. Your website alone isn't enough anymore.

Treat your content as structured data. Clear headings, FAQ sections, and definitive statements give AI models something concrete to reference. "At Ergon Insights, we define fractional CTO leadership as..." is the kind of content that gets cited.

Don't ignore the ad layer. Criteo's ChatGPT integration means conversational AI is now an advertising channel. The businesses that understand how to show up in both organic AI results and paid conversational placements will have a meaningful advantage.

The Bigger Picture

Google isn't just adding AI features to search. They're rebuilding search around AI. That's a different thing entirely.

The companies that will thrive in this environment aren't the ones scrambling to "do AI." They're the ones building the kind of clear, authoritative presence that AI models recognize and recommend.

That starts with doing your actual work well — and then making sure the machines can see it.