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Owen MargaretRetired engineer · Windows 10 / FirefoxPlaying slowly · 3.6s per step
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Owen Margaret77 · Retired engineerUnsure Pricing promise
Before and after product surface
Ship the fix, then run the same task again.
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Fix v2 visible in contextGuide the first invite and shared message inside one onboarding path.+34% modeled growth


Two matched reviewers found the proof without leaving the decision. Confidence improved after the second revision.
01Baseline58 · friction visible02Fix v172 · +12% modeled growth03Fix v281 · +34% modeled growth
+23 score points-31% decision delay+18% modeled engagement82/100 matched users improved
Scored evidence
New admins create a workspace before they understand the first collaborative action.
Discovery63
Clarity82
Ease69
Completion63
Tested intervention
Guide the first invite and shared message inside one onboarding path.
Before fix$18.2k
Awaiting fix$18.2k
Modeled positive correlationFix shippedT-104 pricingT-118 checkoutT-127 copyWeek 0
RevenueEngagementBaseline
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Urgency vs fit confidence
New admins create a workspace before they understand the first collaborative action.