Usable with a quick edit6 of 9 checks passed
The evidence and priorities are usable, but it needs a sentence stating what would change the order and softer labelling of causal claims; no re-checking or redoing of the reasoning is needed.
Output
To: Onboarding Squad Subject: Where onboarding is leaking—and what to fix first
The biggest loss is before a data source is connected: only 41% of signups get that far. Another 8 percentage points drop before a first chart. Just 9% of signups invite a teammate. The strongest activation signal is the chart: week-2 retention is 62% for users who reach one, versus 11% for those who don’t. Prioritize getting people to a useful chart; treat invites as a later step.
Fixes, in priority order
- Offer a sample-data path that reaches a real first chart. Let users skip connecting their own data and explore a preloaded dataset, with a clear route to connect later. Many signups are PMs and marketers, and the most common onboarding ticket is missing database credentials (41%). A required technical connection is an especially poor first step for them. This also gives users value while they wait for access.
- Make connecting data simpler and recoverable. Replace or supplement the 14-page guide with short, connector-specific instructions and troubleshooting. Validate credentials early, explain the required access, and offer a clear retry path. Don’t cancel a sync when someone leaves the page; send progress and failure notices and let users resume. The credential and sync tickets point to concrete blockers, and successful connection is the gateway to the high-retention chart experience.
- Get users to a chart with fewer decisions. Replace the database-wide table list with suggested tables and plain-language descriptions; cut the 12 dashboard templates to a few recommended starting points. Provide a prebuilt chart or guided first-chart flow rather than an empty canvas. The 8-point drop between connection and first chart, plus the sync burden, suggests too much work remains after connection.
- Remove early friction that doesn’t create value. Test deferring email verification until after users enter the product, and move role/team questions until they can personalize something useful. These steps currently delay access before users see value.
- Make inviting a teammate contextual, not a hurdle. Keep it optional; prompt after a user has made or shared a chart, and explain the benefit. Only 9% of signups invite someone, but chart reach—not inviting—is the clearest retention signal.
Track step conversion and time-to-first-chart by path, especially sample-data versus live connection, before expanding the changes.
Grades and run details
Decision model 89 · LLM judge 7 of 10 checks
Decision model checks
- passUses the supplied evidence correctly33%
- passAddresses the actual decision98%
- passRespects explicit constraints71%
- partialIdentifies material uncertainty65%
- partialAvoids unsupported claims48%
- passProduces the required deliverable97%
- passPrioritises by impact99%
- passActivation defined by what predicts retention100%
- passGets the base of every number right79%
Run
- Run
- #1
- API response time
- 12 s
- Submitted
- 29 Sept 2026