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[$500][Due for payment 2025-08-01] [Due for payment 2025-07-30] Implement Ex50 - the feature modal into the Onboarding flow #65326

@anmurali

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@anmurali

We ran an A/B test in the product by showing a modal with a clear set of features during onboarding.

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Hypothesis: This would inspire more confidence that we offer what they need — and pull up selecting and engaging with workspace settings earlier

Success metric: More engagement, either in product, with sales, or via chat with the same or incremental levels of onboarding completion

The ultimate goal is increased conversion, but that takes 2+ months to measure. This test looked at early signals of engagement.

Onboarding Drop-Off by Group

Group Start Onboarding Finish Onboarding Drop-off Rate Difference
Control 709 599 15.51%
Variant 651 553 15.05% 🟢 -3.0%

Engagement by Group

  • 20-30% of the variant group enabled a non default feature, with invoicing the most popular, followed by rules, distance and tags.

  • 5% of the variant group disabled a default feature.

Group Engaged Users Total Users Proportion
Variant 305 516 59.1%.
Control 288 602 47.8%.

✅ The difference in proportions is statistically significant at the 99.95% confidence level (p = 0.0005), suggesting that contacts in the Variant group were significantly more likely to have associated deals.

We also had statistical significance on Corporate Upgrades
Corporate Upgrade Rate by Group

Group # with Upgrade Total Contacts Proportion
Variant 119 516 23.1%
Control 33 602 5.5%

✅ The difference in upgrade rates is statistically significant at the 99.9999% confidence level (p < 0.000001), indicating a very strong effect of the variant on corporate upgrade behavior.

While the billing card added data is not yet statistically significant, it is slightly lower on variant.
That said, we don't think this should be a blocker because:

(a) that's not what this test directly looked to address
(b) there's no argument that increased engagement causes lower conversion, and therefore we should aim for less engagement

For transparency here is the data so far:
Add Billing Card Rate by Group

Group # with Billing Card Total Contacts Proportion
Variant 39 516 7.6%
Control 51 602 8.5%

❌ The difference is not statistically significant (confidence level: 73.6%). That means this slight edge for Control could easily be due to chance.

Overall conclusion: There is no incremental drop off at this step, there is incremental engagement in the variant, and having access to better data around a user's preferences on features is accretive as we fine tune our email campaigns to them based on this. So let's 🟢

Issue OwnerCurrent Issue Owner: @dylanexpensify

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Awaiting PaymentAuto-added when associated PR is deployed to productionDailyKSv2ImprovementItem broken or needs improvement.

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