AI Positioning Research: Testing a Value Proposition Before It Ships
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A CMO choosing a positioning frame needs a landing-page and sales-proof brief before the creative budget commits. Subconscious can compare complete frames across specified modeled audiences, so the CMO can fund a supported proposition and identify the evidence the next page must show.
Subconscious combines controlled choice experiments with models of preference and uncertainty. For positioning, the useful service connects a defined comparison to an action: retain the current frame, advance a feasible alternative, or name the uncertainty that prevents either commitment. Agree the task and deliverables through the study compatibility guide; a business label alone does not configure a study.
Relevant public proof comes from River City Federal Credit Union. A staff-proposed slogan was weakest in the modeled comparison and later weakest in Facebook and Instagram testing. The record supports that message ordering, rather than a general positioning-accuracy claim. The reported campaign improvement compares campaigns and does not isolate the slogan's effect. The practical value is inspecting a proposed message before committing the campaign around the team's favorite.
Why the decision matters
Positioning shapes the category, comparison set and value a buyer expects before reading the feature list. A frame that invites the wrong comparison can send content, sales demonstrations and creative toward the wrong proof. Customer interviews, sales records and controlled comparisons help expose different parts of that problem.
A high rating can conceal a misunderstood claim. Pair the measured response with separately labeled interpretations and relevant customer evidence. Generated reasons can suggest a hypothesis; agreement between a reason and a choice does not establish a psychological mechanism.
Five components to keep together
April Dunford's positioning framework connects five components. Start with the buyer's actual alternatives, then examine the capabilities and value those alternatives make relevant.
- Competitive alternatives: the current process or product a buyer would use without the offering, including keeping the status quo.
- Distinct capabilities: differences that matter against those actual alternatives.
- Buyer value: the useful consequence of the difference for a specific buyer.
- Target customer: the audience that particularly values the consequence.
- Market category: the context that makes the offering and its value understandable.
The components depend on each other. An impressive capability against an irrelevant competitor does not settle the positioning. Check the complete proposition before turning an isolated feature score into the hero statement.
A worked comparison for a positioning brief
The following fictional example shows a proposed output, not a Subconscious customer result. ClearDock is a browser-based client-work tracker for small service firms. The example product has shared work items, named owners, due dates, a handoff checklist and CSV import/export. The study brief treats those capabilities as fixed, verified facts about the fictional offer; no message claims a measured time saving.
The CMO must choose the frame for the next landing-page draft. Two complete introductions describe the same product:
- Frame A, category first: “ClearDock is a client-work tracker for small service firms. Shared work items, owners, due dates and a handoff checklist put each client's work in one place.”
- Frame B, problem first: “Give the next owner a clear handoff. ClearDock gives small service firms shared client-work items, owners, due dates and a checklist for passing work between colleagues.”
Both cards show the same product screenshot and the same button, “Inspect a sample handoff.” Neither card promises delivery speed, integrations, revenue or features outside the fixed description. The modeled task asks whether to inspect the sample handoff or keep the current spreadsheet process for now. This is an information-seeking choice, not a purchase, subscription or sales forecast. A real commercial offer would need its own complete terms and task.
Proposed audiences are US small-service-firm owners and operations leads who coordinate client work. The brief specifies company size, current process and evaluation context. Confirm the supported population construction before launch; modeled role descriptions do not establish verified recruitment or calibrated role-specific accuracy.
Randomly assign A or B within each configured audience while keeping the screenshot, product facts, button and current-process alternative fixed. Estimate the B-minus-A difference in modeled sample-inspection choices within each audience, with counts and appropriate uncertainty. The contrast concerns the complete introduction, not the isolated effect of a word or the causal effect of having an operations role.
Ask what the offering does and what evidence a reader expects next as separate diagnostic questions. Code those answers against a prior rubric, preserving counterexamples. Agree that qualitative task and its delivery path explicitly; a choice endpoint does not automatically return a comprehension study.
Four gaps the output should expose
| Gap | Inspectable evidence | Decision the evidence informs |
|---|---|---|
| Understanding | Interpretations coded against the intended product function, with contradictory examples retained | Whether the introduction needs a clearer product explanation |
| Competitive reference | Named alternatives compared with actual win/loss and sales records | Whether the page addresses the buyer's real current process |
| Perceived value | The modeled choice contrast, uncertainty and separately labeled reasons | Which benefit deserves the next proof asset |
| Audience fit | Within-audience response differences, counts and coverage limits | Whether a shared page or an audience-specific draft merits the creative spend |
Segment differences guide a scoped audience decision; the configured groups are not automatically market-size estimates. An aggregate preference cannot settle a poorly represented audience's response.
Turn the comparison into an accountable action
Before launch, the CMO records the smallest useful improvement in the modeled inspection endpoint, the allowed design spend, the review cutoff and unacceptable misunderstandings. These are decision rules for a bounded page draft, not a conversion of modeled choices into revenue.
The delivered brief places exact A/B cards beside the counts, effect estimate, uncertainty, audience definition and coded interpretation examples. Each recommendation names the current alternative, the claim the landing page must substantiate and the existing evidence available to substantiate that claim. Preserve the actual run, design and analysis artifacts; request uncertainty on the chosen contrast rather than relabeling respondent variation as an effect interval.
If B clears the prior improvement rule in the intended audience, fits the spend and leaves no consequential unsupported claim, advance B into the capped page draft. The creative owner receives the exact introduction, unchanged product facts, sample-handoff asset and acceptance checklist. Retain A when the contrast supports the existing frame or the change cannot justify the cost. Mark the choice unresolved when uncertainty, audience coverage or contradictory interpretations can change the commitment; name the specific missing evidence rather than silently selecting the larger estimate.
No result is supplied in this fictional example. The operational output is a decision-ready comparison and an owned page brief. Follow the question-to-decision workflow to connect the experiment to the commitment.
A recommended research process
- Write complete alternatives. Category-first, problem-first and alternative-first frames must describe substantiated capabilities. Keep shared product facts explicit.
- Define the audiences. Specify role, company stage, current alternative and evaluation context. Three to five useful groups can be preferable to a broad “business buyer” label, provided the design supports those comparisons.
- Assign alternatives within audiences. Use a common endpoint, controlled presentation and an analysis plan matched to the question. Scope choice and interpretation tasks separately.
- Map the four gaps. Examine the complete frame and meaningful audience differences before selecting the page or proof asset to fund.
- Challenge the recommendation. Ask what a competitor could fairly counter, what the next page must demonstrate and which existing customer record contradicts the proposed interpretation.
A controlled modeled comparison informs the defined decision. Existing customer evidence may settle a concern; a matched human or live check is useful when consequential uncertainty remains. Neither a generic benchmark nor an automatic extra study substitutes for identifying the claim at risk. Scope timing and cost for the actual variants, audiences and outputs.
Bring the positioning commitment to a decision review
Book a Subconscious decision review with the complete frames, real current alternatives, intended audiences and existing customer evidence. Name the creative or sales-proof commitment, budget owner and deadline. The review should settle the comparison, required outputs and action rule before the next page brief becomes a larger launch expense.