DECISION INTELLIGENCE
Do not just test what people prefer. Test what they will do.
A preference expressed in a test rarely survives the first real constraint intact: price, habit, social influence, effort, or an available alternative. Imagine All The People simulates what follows — reaction, behavior, trajectory.
Marketing = stated preference ≠ observed behavior
02 — THE DECISIONS THIS FUNCTION HAS TO MAKE
Decisions, not issues.
- Launch an offer, product, or range
- Raise a price or change a commercial term
- Change packaging or a recognition cue
- Reposition a brand
- Test a campaign before launch
- Enter a new category
- Reduce an assortment
- Compare several defensible propositions
03 — WHY TRADITIONAL METHODS ARE NOT ALWAYS ENOUGH
What standard approaches can miss.
- Concept testing measures preference outside the purchase context and without real alternatives.
- Stated intent overestimates adoption and underestimates the inertia of habits.
- Panels observe what has happened, not what an unmade decision would produce.
- Research is point-in-time; a brand is shaped by trajectories of loyalty and attrition.
04 — WHAT WE ENABLE YOU TO SIMULATE
What becomes possible to test.
- The gap between stated preference and actual behavior
- Substitution: where those who do not adopt go instead
- Recognition: what remains identifiable after changing codes
- Perceived opportunism: when a commercial decision is read as an abuse
- Propagation of a negative signal through social circles and online
- The loyalty and attrition trajectory after the decision
CORE MECHANISM
Preference ≠ reaction ≠ behavior ≠ trajectory.
A preference is a stated ranking. A reaction is what happens when the decision actually arrives, with its price, context, and source. A behavior is what people do once the constraint is present. A trajectory is what remains after several months.
Most research methods stop at the first level. Marketing decisions are won or lost at the fourth.
- Preference
- Reaction
- Behavior
- Trajectory
05 — POPULATIONS INVOLVED
Populations involved.
- Loyal and occasional customers
- Non-customers and competitor customers
- Budget-constrained buyers
- Influencers and social circles
- Distributors and sales staff
- Communities and opinion relays
06 — MECHANISMS TO OBSERVE
Mechanisms to observe.
- Adoption
- Rejection
- Substitution
- Recognition
- Perceived opportunism
- Propagation
- Loyalty
- Attrition
07 — CASE STUDIES
Decisions of this kind already tested.
- MAJOR BRANDSHow do you launch a men's skincare range without being seen as opportunistic by young men?1.2M men aged 25–45 · 14 profiles · 24 months
- MAJOR BRANDSHow do you modernize the packaging of an iconic beer without losing generational recognition?2.4M European consumers · 18 months of recognition tracking
- MAJOR BRANDS“How can a heritage biscuit brand be repositioned around a ‘guilt-free pleasure’ promise without driving away the family customer base that has sustained it for 40 years?”3.4M consumers · 28 brand territories · 36 months
- RETAIL“How can return fees be introduced without harming e-commerce conversion or customer satisfaction?”1.8M e-commerce customers · 13 profiles · 12 months
- RETAIL“How can 40 % of breakfast-aisle SKUs be removed to launch a premium private label without driving away loyal customers?”2.8M shoppers · 12-week projection
- CREATIVE INDUSTRIESHow do you calibrate the global campaign for a cinema blockbuster across 12 distinct cultural markets?12 cultural markets · differentiated narrative entry points
08 — IN YOUR WORK
How this fits into the function’s day-to-day work.
- 01BRIEF
- 02POPULATIONS
- 03OPTIONS
- 04SIMULATION
- 05DECISION
- 06REAL-WORLD TEST
- Before the agency brief: reduce the number of options worth defending by eliminating those that do not survive real-world constraints.
- Before a launch committee: document the population that will drive adoption and the population that will trigger rejection.
- Before a market test: focus on what actually needs to be measured in the field.
RELATED DECISIONS
Related decision types
Another function
- Executive leadershipThe decisions with the greatest consequences are judged by their indirect effects, which often become visible too late to correct.
- StrategyA strategic scenario describes a future; that future depends on what real populations will do.
- Innovation & TransformationThe question is not whether people like the innovation, but what they will have to change for it to work.
- Research & InsightsThe need is no longer one study per question, but a permanent capability to investigate decisions.
- Public affairsA public decision is shaped less by whether it is justified than by how each group interprets it.
- Human resourcesOne internal rule can produce very different effects depending on the jobs to which it applies.
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