You probably know more than your website shows. The answers customers need may already exist in your sales calls, technical team’s heads, or expert consultations. The problem is that AI search engines can’t retrieve what isn’t structured and visible. That gap is where the next wave of seo marketing work is happening.
What the Occam Digital Cases Actually Show
Darko Brzica, founder of Occam Digital and a brightonSEO speaker, published an analysis in September 2026 drawing on three anonymized client cases. They span industrial B2B, consumer legal services, and premium architectural products. Across those very different businesses, one pattern repeated: customers asked incomplete questions, the company held knowledge that wasn’t sufficiently visible, and the website failed to connect the two.
The measured results, as reported by Occam Digital, are specific. An industrial electrical equipment client saw Google AI Overview query inclusion rise by approximately 700–850% from the start of the engagement in early 2026 through mid-September 2026. During the same commercial comparison period, that business recorded 65% more organic conversions. A consumer legal services firm, comparing mid-September 2026 with the same period in 2025, saw AI Overview inclusion grow by approximately 170–200%. Its intake team also reported better-informed callers and fewer enquiries about services outside the firm’s scope.
The third case, involving premium architectural products, also reported AI Overview query inclusion growth in the published release. The recurring theme still holds: the information existed inside the company but wasn’t surfaced in a form AI could use.
The Core Finding: Retrieve Expertise Before AI Can
Brzica frames the shift plainly: before AI can retrieve a company’s expertise, the SEO team has to retrieve it from the company itself. The business knows the answer but may not realize the question needs answering. The customer has the problem but may not know how to articulate it. The SEO professional’s job is to understand both sides well enough to connect them.
This reframes content marketing for AI search. Traditional page optimization still matters, but the bigger opportunity is organizing what your company already knows into answer-ready structures. Practical seo strategies now include finding gaps between what customers ask and what your business can answer, then closing those gaps with clear, quotable content.
For founders, this is encouraging. The work doesn’t require a content team. It requires a system for capturing what you already know and publishing it in a structure AI assistants can quote. Tools like Serpio aim at a slice of this: tracking trending questions in your niche and turning them into articles grounded in your site and reference docs. You can see how the process works before deciding whether it fits your workflow.
Limits You Should Keep in Mind
Treat these numbers with appropriate caution. The case studies are anonymized and self-reported by Occam Digital, which can introduce bias. The growth figures reflect query inclusion in Google AI Overview, not direct revenue, except for the one industrial case where organic conversions rose 65%. The legal case reports qualitative improvements—better-qualified callers, more precise questions—without a conversion number.
Also note the source’s scope. The data was retrieved on September 26, 2026, shortly after the September 21, 2026 release. That means the results are recent and tied to a specific measurement window. They don’t establish what happens over longer periods or across different industries.
These seo best practices work as directional evidence, not a guarantee. AI Overview visibility is one signal. It may not predict revenue in your market.
Three Questions to Verify Before You Commit
Before you invest time in this approach, check a few things against your own situation.
- Where does your expertise currently live? List the questions your team answers repeatedly in sales calls, support tickets, and consultations. If those answers aren’t published anywhere, you’ve found your starting gap.
- Can AI read your pages? Structure matters more than keywords for AI retrieval. Review whether your pages use answer-first headings, clear summaries, and quotable passages. Serpio’s guidance on what GEO-friendly content looks like breaks down the structural checks.
- Which queries would you actually want to win? AI Overview inclusion only helps if it reaches prospects who can buy. Prioritize questions that connect to a real purchasing decision, not just search volume.
A Practical Path for Small Teams
You don’t need a big content operation to start. You need a repeatable process.
- Interview one internal expert. Set up a call with someone who answers customer questions daily. Turn recurring answers into a short article. The length of the call is up to you—what matters is capturing the questions and answers that come up naturally.
- Structure the article for AI. Put the direct answer first, use a clear heading that mirrors the customer’s question, and keep passages short enough to quote. Audits like the search engines and AI citation readiness check show which page elements machines look for.
- Publish consistently, even small pieces. The industrial case ran from early 2026 to mid-September 2026 before showing its reported growth. Consistency compounds, but specific timelines vary.
- Track inclusion, not just rankings. Watch whether your pages appear in AI Overview answers for your target questions. That’s the metric the Occam Digital cases used.
The shift is real, but the path is practical. Surface what your company already knows. Structure it so AI can quote it. Measure whether it shows up. That’s the new SEO role, and it’s one a small team can start today.
