Segmentation
Methods and validation
A Latent Timing Segment Is a Hypothesis, Not a Reason to Move BudgetA model that groups customer activity by day and hour can hand you a clean story: "this segment is active Tuesday mornings." That pattern is already in the data.
Industries
Testing EV Buyer Segments, Feature Trade-offs, and Price Tiers Before Automotive Launch SpendAutomotive product, pricing, and marketing leaders can commit engineering, tooling, and campaign spend to an EV feature, price tier, or dealership message before knowing which…
Use cases
AI Buyer Journey Simulation: Awareness to PurchaseA buyer journey map is a bet before it is a document. Marketing and GTM leaders build one from a handful of retrospective interviews and whatever the sales team remembers about…
Use cases
Pre-Testing the Renewal Deck Before the Client Reads ItAn agency's quarterly account review is one meeting with no second chance.
Industries
AI Research for Financial Services: Testing Client Decisions You Can't SurveyWealth management, insurance, and retail-banking teams have to decide which retention message, product proposition, price framing, or switching-moment intervention to fund, for…
Use cases
Why Churned Customers Leave, and Which Fix to Test FirstA retention lead staring at a churn dashboard already has the number. What's missing is the reason, and which fix to try on the next at-risk cohort before it cancels too.
Methods and validation
Why a Flat Choice Model Gets Cannibalization WrongA consumer-goods pricing or revenue-growth leader planning a new product launch needs to know one thing before committing trade spend: will this product mostly take share from…