Map decision points
Instrument each friction point where users choose to continue or quit. This reveals true objection layers.
INTERMEDIATE · 9 min read
Conversion Funnel Design for Painted Door Testing
Design conversion flows that produce interpretable intent signals and clean drop-off diagnostics.
painted door funnelvalidation funnel design
Keep funnel minimal but diagnostic
Too short gives weak insight. Too long adds noise. Aim for focused stages tied to business hypotheses.
Segment drop-offs
Compare drop-offs by audience, channel, and creative to isolate demand issues from traffic quality issues.
Frequently asked questions
How many funnel steps are ideal?
Usually 3 to 6 key intent steps are enough for decision clarity.
Should I track micro events?
Track only events tied to hypotheses, not every click.