Product Naming Shootout — by an AI council
Pit name candidates against each other and pick a winner. Four rival AIs debate it and hand back: A ranked verdict on the names with the winner and the reasoning.
A ranked verdict on the names with the winner and the reasoning.
Signed off by an independent Final QA audit — with a “verify before you rely on this” list, never a black box.
Why this team
Naming shootouts get decided by whoever in the room is most confident, so the scoring is distributed across seats that cannot be charmed: the Naming Expert runs the mechanics — distinctiveness, pronunciation, ownability — the Brand Strategist tests each candidate against the meaning the brand must carry, and the Creative Director imagines each name on a billboard, an app icon and a support email before voting. The End-User Advocate says each name aloud the way a customer would (including wrongly), and the Contrarian defends the candidate the room dismissed too fast — the shootout’s most valuable habit.
Each seat runs on a different frontier model — GPT, Claude, Gemini, Grok — so it’s a genuine cross-model review, not one AI in costumes. How a run works →
What the debate sounds like
An illustrative excerpt — A team launching a calendar app for busy parents is choosing between “Juggle”, “Hearth” and “Plimsy” — a coined word the founder loves and everyone else finds odd.
Mechanics scores first. “Juggle” is descriptive-adjacent and verbal — it names the problem, spells itself, and survives being said in a school car park; weakness: it is claimable by any competitor tomorrow, and it names the pain, not the relief. “Hearth” is warm and ownable in this category, but watch the spoken test: “Hearth? Heart? Earth?” — a name people mishear costs word-of-mouth its accuracy. “Plimsy” is perfectly distinctive and perfectly empty: every unit of meaning must be purchased with marketing.
The car-park test matters more for this audience than any trademark search: a parent recommends this app aloud to another parent while holding a child. “It’s called Juggle” travels perfectly. “It’s called Plimsy — P-L-I-M-S-Y” dies right there, and this category grows almost entirely by that conversation. Whatever the scorecard says, the name must survive being passed between exhausted people.
Against the meaning the brand needs: the product’s promise is calm — turning chaos into a plan — and “Juggle” permanently anchors the brand in the chaos. It is the name of the problem the app exists to end. “Hearth” carries the calm and the family warmth natively. That mishearing risk is real but mitigable in design; a name that contradicts the promise is not mitigable, it is the identity.
Questions
How many name candidates should I bring?
Three to six is the productive range — enough for real comparison, few enough that each gets argued properly. Include the safe one, the odd one you secretly like, and the descriptive one, because the debate between those archetypes is where naming decisions actually clarify. State the audience and the feeling the name must carry.
What is the scoring actually based on?
Six dimensions from the brief: distinctiveness, memorability and pronunciation, meaning-fit, ownability, how it ages and stretches, and the trust test — does it sound like a brand people would rely on. Each candidate gets a score and a one-line reason, plus the winner, runner-up, and the practical clearance reminder (domain, handles, trademark counsel).
What if the council’s winner isn’t the one I love?
The verdict shows its working — which dimension killed your favourite and which carried the winner — so you can overrule it with open eyes. Founders do, sometimes rightly: conviction is a real brand asset. What the shootout removes is the version where the room deferred to the loudest voice and called it consensus.
Your material is used only to run your review — never to train public models. Encrypted in transit and at rest. Security & privacy →
Want full control — pick your own minds, set the depth? Open the full council →