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HaircareSuperfood haircare brand · Jul 11 – Aug 4, 2026 · 25 days

Week one said 'no effect.' Week four said +41%.

25 days, 63,173 randomized visitors. The first few days of this test read flat — then the full window settled at +41% checkout conversion and +40% revenue per visitor at z = 6.5. A case study in why we don't call tests early.

Two weeks into this test the honest read was 'roughly zero' — early purchase counts were small and the arms were trading places day to day. We reported it that way internally, because a split you'd only publish when it's winning isn't a split.

By the full window the picture was unambiguous: 2.62% checkout conversion for escaped visitors vs 1.86% for the webview control (+41%, z = 6.5), and $1.90 per visitor vs $1.36 (+40%). No outlier orders on either arm; 1,399 total purchases.

The lesson cuts both ways. Small early samples can hide a real effect just as easily as they can invent a fake one — which is why every number on this site is a completed window with its sample size and z-score attached, not a screenshot from a good afternoon.

After the test: The test is still running with a live control arm as the brand scales its Instagram spend.

Checkout conversion
+41%lift
escaped vs in-app-browser control
Revenue / visitor
+40%
outlier-trimmed
Significance
z = 6.5
p < 0.0001
Jul 11 – Aug 4, 2026 · IG-sourced sessions63,173 visitors
ArmVisitorsOrdersCVRRev / visitor
A · escaped29,6607762.62%$1.90
B · control33,5136231.86%$1.36
p < 0.0001two-proportion z-test · z = 6.5

Brand anonymized. Window still accruing at time of publication — figures are the full randomized window through Aug 4, 2026.

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