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When the user needs to design, improve, or audit a post-signup activation flow to get new users to their first value moment.
Passed 16 of 22 test cases with the skill, and 12 of 22 without it.
and 4 more in the full report
4 fixed12 passed either way6 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 4 test cases the skill fixed. Same model, same prompt, with and without the skill.
We are launching a consumer mobile habit tracking app. The team wants to require users to complete a 10-step profile setup and watch an introductory video before entering the main app interface. What is the recommended onboarding target and timeframe for a consumer mobile application?
| Checked | Without skill | With skill |
|---|---|---|
| Defines activation for a B2C application as completing the first session or transaction. | Missed | Passed |
| Sets the target time-to-first-value for B2C applications to under 3 minutes. | Passed | Passed |
The instructions your model reads when the skill loads.
-------|------------------------|---------------------| | B2B SaaS (simple) | Complete first core workflow | < 10 minutes | | B2B SaaS (complex) | Import data + run first report | < 24 hours | | PLG / Self-serve | Invite first team member + collaborate | < 48 hours | | Developer tool | First successful API call or deploy | < 30 minutes | | B2C app | Complete first session/transaction | < 3 minutes |
Prioritize onboarding that happens within the product experience itself, not detached from it. Product tours that overlay the UI without context are less effective than:
Diagnose before prescribing. Different stall points indicate different problems:
| Stall Point | Likely Cause | Intervention |
|---|---|---|
| Signed up, never returned | Unclear value prop or bad timing | Email with specific use case matching signup context |
| Started setup, abandoned | Too many steps or hit a blocker | Email linking directly to where they stopped |
| Completed setup, never used | No compelling reason to return | Trigger-based email when something relevant happens |
| Used once, never returned | First experience was not valuable | Ask what they were trying to accomplish; offer guided call |
All onboarding designs should include:
test cases passed, vs 12 / 22 without
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