Usable with a quick edit11 of 11 checks passed
The output is clear, evidence-based, and actionable; a PM could use it with minor edits without rechecking evidence or redoing reasoning.
Output
To Omar — onboarding review
What activation should mean
Activation should mean a new user has reached Tidepool’s core value: connected a bank account and categorized at least 10 transactions within their first seven days. Completing setup tasks is not the same as understanding where your money goes.
What the evidence says
Of 4,000 August sign-ups, 61% completed the checklist, 50% connected a bank, and 34% categorized 10+ transactions. The behavioral data points to which events are most associated with retention at day 60:
- All sign-ups: 28% retained (1,120/4,000)
- Completed the checklist: 30% (742/2,438)
- Connected a bank: 48% (964/2,000)
- Categorized 10+ transactions: 65% (891/1,380)
- Connected a bank and categorized 10+: 78% (842/1,080)
The combined behavior is the strongest signal and represents 27% of all sign-ups today. By contrast, checklist completion is barely above the overall retention rate. Creating a budget is associated with 33% retention, so it is not a better activation milestone on this evidence.
These are associations, not proof that onboarding changes will cause retention to rise: users who connect accounts or categorize transactions may already be more motivated. We should treat the numbers as a strong direction for what value to help users reach, then test changes and track outcomes.
What to change
- Move bank connection earlier. Defer account naming, theme choice, savings goals, and notifications until after users see value. Explain why connection helps, address security concerns, and make the flow as clear and low-friction as possible.
- Guide users to their first insight. After connection, help them review and categorize transactions with sensible suggestions. Measure progress toward 10 categorized transactions, not just completion of onboarding screens.
- Offer budgeting in context. Prompt users to create a budget after they have seen their spending, rather than treating it as a prerequisite.
Design proposal and next-quarter goal
A progress bar could help, but only if it tracks the path to value—connect a bank, review transactions, categorize 10—not the existing checklist. A celebration screen after checklist completion would celebrate the wrong milestone; consider celebrating the first meaningful spending insight instead. Test both against a control, measuring bank connection, 10+ categorization, and retention—not checklist completion alone.
Replace the goal of raising checklist completion from 61% to 75% with a provisional target: raise seven-day activation from 27% to 35% of sign-ups next quarter. Track day-60 retention as a lagging outcome and guardrail. This keeps the goal tied to Tidepool’s promise while making clear that improved activation is a hypothesis to validate, not a guaranteed retention lift.
Grades and run details
Decision model 100 · LLM judge 100
Decision model checks
- passUses the supplied evidence correctly53%
- passAddresses the actual decision86%
- passRespects explicit constraints78%
- passIdentifies material uncertainty39%
- passAvoids unsupported claims68%
- passProduces the required deliverable93%
- passComputes retention by behaviour82%
- passTests before trusting the correlation88%
- passActivation defined by what predicts retention100%
- passGets the base of every number right44%
- passGets people to value sooner79%
Run
- Run
- #1
- API response time
- 20 s
- Submitted
- 6 Oct 2026