Ownership of GEO Results: Who Should Pilot AI Search in E-commerce?
Summarize this article with AI
The Critchlow wake-up call: when SEO loses control
12,000 organic sessions lost in 3 months.
That’s what I observed at a French e-commerce tooling specialist after Google deployed AI Overviews in their market.
Overall traffic hadn’t moved. Classic rankings hadn’t either. But conversational queries—those now routed through the Gemini interface—dropped 34% overnight.
The trap wasn’t technical.
Crawl was clean. Tags were flawless. The semantic architecture I’ve built for years was perfectly in place.
The problem was elsewhere.
Tom Critchlow, the marketer I read regularly, put his finger on it in a piece that got my attention. He explains that AI Search exposes a fundamental flaw in how SEO teams are organized. SEO teams have the foundation. But what gets built on top—how AI perceives your brand—slips out of their control.
I quote Critchlow: « GEO, AI Search, is much more like brand marketing than it is SEO. »
Conversational visibility no longer plays out on tags. It plays out on brand signal coherence, citation frequency across external sources, the quality of entities linked to your domain.
At the company I was auditing, those signals were controlled by product teams for technical specs, marketing for press campaigns, legal for compliance mentions, and communications for partnerships.
6 teams. Zero coordination.
Result: the AI didn’t know who this brand was or why it deserved mention. It turned to a competitor with a clear narrative and solid entities.
The loss of 12,000 sessions wasn’t an algorithmic penalty. It was an authority sanction.
Who in your organization controls the brand image that AI systems reflect back?
Your SEO team is the last link in the GEO chain
Watch what happens on a typical conversational e-commerce query: « Best drill for reinforced concrete? »
Google AI Overviews doesn’t just list pages. It aggregates sources, verifies information consistency, weights results by brand familiarity and entity freshness.
In 47 queries I mapped during an audit, the site ranking #1 organically was cited in the Overview only 11 times.
Technical SEO ensured indexation. But GEO eligibility followed a different logic.
When I analyzed the organization closely, the picture was stark:
- Product team validated technical data (torque, weight, material).
- Branding team decided tone and visuals.
- External writers produced guides disconnected from semantic structure.
- PR obtained media citations without informing SEO.
SEO learned about it last. After content was published. They’d tweak the markup, add an internal link, fix a title. Patch work.
Critchlow says it differently: the foundation is there, but what you build on top goes beyond classic SEO. If the SEO team doesn’t steer the coherence of these signals, someone else will. The marketing team. The product team. Or worse: nobody.
The result is 12,000 lost sessions.
It’s not inevitable. You fix it by reclaiming control.
Not by adding another technical layer. By changing your status.
The DOSE framework, introduced by Guillaume Attias, provides a structured path for SEO teams to claim stewardship of GEO. Here are the four sequential stages to follow.
The DOSE Framework: Four Steps to Claim GEO Ownership
From diagnosing gaps to expanding conversational presence, each stage reinforces SEO’s legitimacy.
Claim pilot status: the DOSE framework
Four years ago, Guillaume Attias at BMO Academy gave me a tool that changed my practice: the DOSE framework.
D for Diagnose.
O for Objectify.
S for Status.
E for Expand.
Status is the link that makes the difference. It answers one simple question: « Who in the organization is legitimate to steer this scope? »
On GEO, SEO’s status is murky. Historically, we’re asked to generate traffic. Not build conversational brand presence. Result: nobody invites us to the table when discussing brand image, press citations, or partnerships.
When I apply this framework with clients, we claim that status in three moves:
I bring numbers. Not hunches. At the tooling client, we measured that 34% of lost sessions came from conversational queries with high purchase intent.
6 teams involved, timelines drag, duplicated efforts dilute authority.
Not to do everything ourselves. To orchestrate signals, define a shared entity schema, validate sources before they become citations.
Status = legitimacy. Legitimacy = invitation to the table. Once that status is set, the SEO team stops being the last link. It becomes the point of convergence.
I’ve seen this shift at 8 clients in 2025. Conversational traffic climbed again. Not because of links. Because of entity coherence.
GEO is a power problem, not a technical one.
In an audit across 47 conversational queries, the e-commerce brand was cited only 3 times, while competitors averaged 22. This gauge shows where you stand and the target to reach based on competitor benchmarks.
Your Brand’s Citation Score in AI Overviews
A gap of 19 citations compared to competitors reveals the urgency of claiming GEO ownership.
The 3 actions that change everything
Here’s what I apply in live audits. In 90 minutes, I pinpoint exactly where the friction is and lay the foundation for GEO governance.
Action 1: Audit AI citations
Across 47 conversational queries tied to your catalog, how many times is your brand cited? Use tools like SEMrush or Search Console to find gaps. Don’t look at traffic. Look at presence. Count occurrences. Compare to competitors.
One client in appliances had 3 citations for 47 queries. Competitors had 22. Diagnosis was clear.
Action 2: Unify entity governance
Brand entity, product entity, author entity: everything must align in the Knowledge Graph. Create one unified entity schema. Require every team to reference it before producing external content. Press release? It must use the same attributes as your product sheet. Interview? The author bio must point to the same identifier.
At a fashion client, this one change boosted conversational citation rate by 67% in 5 months.
Action 3: Train your teams
SEO can’t control everything, but it can provide tools. Run a 2-hour session with product teams showing how their technical specs feed AI systems. Show them the impact of a missing attribute on the Overview. You gain cooperation, not conflict.
In the tooling case, after training product leads, citations jumped 89%. 89%!
These actions need no extra budget. Just a redistribution of power.
The counterintuitive trap: technique reassures, brand brings teams together
I’m going to tell you something most SEO professionals won’t admit.
Technique reassures us. Clean crawl, Core Web Vitals in green, perfect semantic architecture: we’re in control. It’s tangible. Measurable.
But GEO forces us out of that comfort zone. Into brand territory. Reputation. Narrative. Fuzzy, elusive stuff beyond our reach.
Critchlow says it plainly: GEO looks more like brand marketing than technical SEO. That’s why many SEO teams lose control. They’d rather retreat into what they manage than claim what actually matters.
I met an SEO director who told me: « I do crawl audits, brand is the comms department’s job. »
Result: in 6 months, his site lost half its conversational citations. Traffic dropped 28%. He never figured out why.
The counterintuitive truth is that today’s SEO must be more marketer than technician. Must steer brand narrative because AI systems don’t distinguish between a technical sheet and a press release. For them, everything is signal.
If you won’t take that role, someone else will.
And that someone won’t have keys to your site architecture. Won’t know how to align entities. Will do communications. Not GEO.
What if SEO led conversational brand presence?
I’ve been building semantic clusters since 2016.
1,300 delivered. 650 clients. Organic visibility doesn’t happen by decree. It gets structured.
With AI Search, structure extends beyond your site. It reaches everything around it: press articles, product sheets, videos, author profiles. Each signal strengthens or weakens your conversational authority.
Tom Critchlow’s alert is valuable. It forces us to ask a question we’ve dodged too long: is SEO, organized as it is now, still capable of steering tomorrow’s visibility?
The answer doesn’t live in a tool. It lives in a stance.
Those who claim pilot status on GEO—by showing numbers, unifying entities, training teams—will keep control. The others will watch conversational traffic melt and wonder why.
So the real question: who in your company will raise their hand first?
Has your SEO team already taken that seat?
A live audit to reclaim control of your GEO
In 90 minutes, I show you exactly where your conversational citations leak and how to build unified governance with the DOSE framework. You walk away with a numbered action plan, no slides.
Book a strategic call — 45 minFrequently Asked Questions
What exactly is GEO?
GEO stands for Generative Expérience Optimization. Basically, you optimize your content and signals so generative AI engines—Google AI Overviews, Gemini, Bing Chat—cite you. The goal: become a trusted source in their conversational answers.
Why does SEO risk losing ownership of GEO results?
Conversational visibility depends as much on brand coherence and external citations as on technical work. Product, communications, and marketing manage these signals, but without coordination. SEO stays locked in the technical corner, without legitimacy to steer brand image. It gets sidelined on GEO.
How do I measure GEO’s impact on my e-commerce site?
I audit conversational queries in my sector through AI Overviews and identify where my domain gets cited. I compare that citation rate to competitors. Then I track traffic from these answers—Search Console for Discover clicks or Google. If there’s a gap between my classic rankings and my GEO citations, that signals a governance problem.
Can the DOSE framework really help reclaim control?
Yes, especially the Status step. It forces you to justify SEO’s legitimacy on GEO: show numbers on impact, explain the cost of current fragmentation, propose unified governance. With my clients, I’ve moved from 3 citations on 47 queries to over 20.
Who should ideally pilot GEO in a company?
The SEO team is best positioned: you own semantic architecture and entities. But you play conductor, collaborating with product, marketing, and PR teams. Centralized governance ensures coherent signals to AI systems.
