How to Explain GEO to a Sceptical Founder
Skip the acronym and run their category prompts live. Then bring evidence, concede the SEO overlap honestly, and propose a small measurable commitment.
Explaining GEO to a sceptical founder works best when you skip the acronym entirely and start with a question they can verify in thirty seconds: “when someone asks ChatGPT for a company like ours, what does it say?” Run it in front of them. The answer — usually competitors, or nothing — does more persuading than any framework. Scepticism about GEO is usually reasonable, because the space is full of hype; the way through it is evidence, a small measurable commitment, and honesty about what isn’t known.
Key takeaway
- Demonstrate rather than explain — run their category prompts live and let the absence of their brand make the case.
- Ground the argument in evidence: peer-reviewed research, the ranking-citation decoupling, and their own baseline.
- Propose a small, measurable commitment with an honest account of uncertainty, not a transformation programme.
Lead with the live demonstration
Open ChatGPT or Perplexity in the meeting and ask the questions their buyers ask: “best [category] for [their customer type],” “who should I hire for [their service].” Most founders have never done this. Seeing competitors named while their own company is absent lands harder than any slide, because it’s concrete, immediate and about them. If they do appear, check whether the description is accurate — an outdated or wrong characterisation is its own compelling problem.
Show, don’t pitch
Running their own category prompts live, in the room, converts an abstract trend into a specific problem about their business. Nothing in a deck matches watching a competitor get recommended instead of you.
Source — stakeholder communication practice
Then supply the evidence
Once the problem is real to them, back it with facts rather than enthusiasm. There’s peer-reviewed research — Aggarwal et al. at KDD 2024 — establishing that statistics, quotations and citations measurably increase AI visibility, and that keyword stuffing performs below baseline. Ranking no longer predicts citation: only around 17% of AI Overview citations came from organic top-ten results in early 2026, down from roughly 76% in mid-2024. And Google’s AI Mode passed a billion monthly users. A sceptic respects sourced numbers far more than assertions about the future.
Answer the objections honestly
- “Isn’t this just SEO?” Mostly, yes — and say so. The foundation overlaps heavily; the additional layer is AI crawler access, extractable passage structure and citation measurement. That’s a feature, not a weakness: the work does double duty.
- “Does it drive revenue?” Some citations produce clicks, many don’t. Be straight that a share of the value is brand presence in a buying moment, and that you’ll measure both citation and referral traffic rather than overclaiming.
- “Isn’t it too early?” The counter is that competitors appearing in those answers today are accumulating an advantage, and the underlying work is durable regardless of how the engines evolve.
Propose something small and measurable
Don’t ask for a transformation programme. Ask for a baseline — a fixed set of buyer prompts measured across engines — plus a defined piece of work on the highest-value pages, reviewed after a set period against that same prompt set. This is a modest, bounded commitment with a clear success test, which is exactly what a sceptic can agree to. Be explicit that AI engines change, that timelines aren’t guaranteed, and that you’ll report the numbers honestly including when they’re flat. Credibility earned that way survives the first month where nothing moves.
Frequently asked questions
How do I explain GEO to a sceptical founder?
Skip the acronym and demonstrate. Run their category prompts live in ChatGPT or Perplexity and let them see whether their brand appears. Then supply evidence — the KDD 2024 research, the ranking-citation decoupling, AI Mode’s scale — and propose a small, measurable commitment: a baseline plus defined work on key pages, reviewed against the same prompts.
What if they say GEO is just SEO with a new name?
Agree substantially, because it’s largely true and conceding it builds credibility. The foundation — technical health, useful sourced content, entity clarity — is shared. The additional layer is allowing AI search crawlers, structuring passages to survive extraction, and measuring share of citation separately because rankings no longer predict AI presence. The overlap makes the investment more defensible, not less.
What evidence should I bring?
Peer-reviewed research (Aggarwal et al., KDD 2024) showing statistics, quotations and citations lift AI visibility while keyword stuffing underperforms; the decoupling data showing only around 17% of AI Overview citations came from organic top-ten results in early 2026 versus roughly 76% in mid-2024; AI Mode passing a billion monthly users; and their own baseline measurement.
What should I ask them to commit to?
Something small and bounded: capture a baseline against a fixed prompt set, do defined work on the highest-value pages, and review after a set period using the same prompts. Be explicit that engines change, timelines aren’t guaranteed, and you’ll report flat months honestly. A modest commitment with a clear success test is what a sceptic can actually agree to.
The bottom line
Scepticism about GEO is healthy given how much hype surrounds it, so meet it with evidence rather than enthusiasm. Demonstrate the gap live using their own category prompts, support it with sourced research and the decoupling data, concede honestly that most of the work is shared with SEO, and ask for a small measurable commitment you’ll report on truthfully.
We start every engagement with a measured baseline, so the case makes itself. Part of our AI Visibility service.
