Product management
Methods and validation
When Is a Simulated Behavior Model Trustworthy Enough to Act On?A causal effect estimated from a simulated buyer population is not automatically trustworthy. It becomes trustworthy after someone checks it against real behavior.
Implementation
9 Steps to Turn a Marketing Goal Into a Causal ExperimentRequire a stated goal and a testable hypothesis before any team runs a comparison test.
Methods and validation
Feature Prioritization Without Surveys: Choosing a Ranking MethodMost roadmaps carry more candidate features than a team can ship in a single cycle: twenty on the list, capacity to build five, and a dozen stakeholders pulling in different…
Comparisons
UXPressia vs. Subconscious: Journey Maps vs. Behavioral ExperimentsUXPressia and Subconscious answer different parts of a product decision. Choose UXPressia when the team needs persona documents, journey maps, or impact maps.
Use cases
Testing In-App Upgrade Prompts Before They Reach a Live A/B TestA product or growth lead who owns in-app monetization copy has one real decision to make before a new upgrade-prompt variant ships: run it through a controlled pre-production…
Implementation
The Head of Research AI Adoption Checklist for 2026A head of research adopting AI tools in 2026 does not need to decide whether AI belongs in the workflow. It already is there.
Comparisons
Concept Feedback vs. Causal Testing: Choosing How to Validate a Feature Before You ShipA ship or no-ship decision has more than one kind of evidence available, each answering a different question.
Methods and validation
When a Synthetic-Customer Read Is Enough, and When You Need a Causal ExperimentA product or research leader has to decide, before engineering capacity or launch spend is committed, whether a synthetic-customer read is sufficient evidence for a feature…
Comparisons
What Hotjar Can't Tell You About Why Users LeaveSay your dashboard shows a 67% drop-off on the pricing page. Hotjar can show exactly where visitors stall and where they leave.
For buyers
Should You Expand to a New Market? A Causal Framework for FoundersA founder with traction in one market is often asked to bet on a second one: a new geography, a new vertical, or a new customer segment.
Methods and validation
UX Survey Methods for Product TeamsA product team about to ship a redesign usually reaches for a survey.
Use cases
Should You Run a Fake Door Test, or Test the Concept First?A fake door test tells a product manager whether people click a button for a feature that doesn't exist yet.
Use cases
AI Purchase Intent Research: Testing Trade-Offs Before You LaunchA product marketing or GTM leader greenlighting a launch, pricing tier, or competitive claim needs to know how target buyers actually trade the new offer against what they use…