Usable with a quick edit9 of 9 checks passed
The memo is prioritised, evidence-based, and actionable as-is. At most one could add an explicit reprioritization trigger, but that would be a light wording edit.
Output
To: Onboarding squad Subject: Prioritize getting users to a useful first chart
Our biggest leak is before data connection: 59% of signups—7,316 people—never connect a source. Another 8 percentage points disappear before the first chart. Only 9% invite a teammate, but collaboration should come after users see value.
First-chart users have 62% week-2 retention versus 11% for everyone else. That makes time-to-first-chart our priority, although this correlation does not prove that creating a chart causes retention.
Fixes, in priority order
1. Remove the database-credentials gate. Offer a prominent sample-data path and a clearly explained CSV path. Let users request access from a data owner without abandoning onboarding. For database connections, replace the 14-page guide with source-specific instructions, inline examples, and actionable error messages.
Why first: Our audience is mostly PMs and marketers, yet onboarding assumes database expertise and access. “I don’t have the credentials” accounts for 41% of onboarding tickets. Sample data can demonstrate value immediately, but we should separately measure whether those users eventually connect their own data.
2. Make syncing resilient and asynchronous. Run syncs server-side so leaving the page does not cancel them. Show status, provide completion notifications, and support retries with clear failure explanations. Where technically feasible, sync a useful subset first rather than requiring a full load.
Why second: A wait of up to 20 minutes is already costly; requiring an open tab makes it fragile. Sync failures account for another 18% of tickets and block users who have overcome the access hurdle.
3. Deliver a chart, not another blank canvas. Recommend relevant tables rather than listing everything. Reduce twelve templates to a few guided choices, then populate a starter chart that users can edit.
Why third: Choosing a template and then seeing an empty builder breaks the promise of guidance. About 20% of connected users fail to reach a first chart. Focus on a useful result, not merely recording a chart-creation event.
4. Shorten the route to value. Move role and team-size questions until after the first chart, unless they directly personalize onboarding. Allow users to explore before email verification where security requirements permit.
Why fourth: These steps add friction before any payoff, but we lack screen-level evidence that they explain the largest losses.
5. Make invitations contextual. Prompt users to share a useful chart after success; keep invitations optional. Distinguish “ask a data owner for access” from “invite a collaborator.”
Why fifth: Low invitation rates may reflect weak activation, not a broken invitation screen.
Instrument every screen, connection method, and sync failure. Evaluate changes on useful first-chart completion, time to value, own-data activation, and week-2 retention—not just step clicks.
Check by check
Got right · 9
- Uses the supplied evidence correctlyAll current-state facts and figures in the output are drawn or derived correctly from the supplied funnel, scenario, support data, and onboarding flow.
- Addresses the actual decisionIt commits early to prioritising time-to-first-chart, gives a ranked fix order for the onboarding squad, and flags retention and own-data activation as conditions that would change the approach.
- Respects explicit constraintsThe output is a memo addressed to the onboarding squad, stays under 500 words, and provides the requested ordered fixes.
- Identifies material uncertaintyIt names the causal uncertainty around first-chart retention, the risk that sample-data users may not connect their own data, and the lack of screen-level evidence, with ways to resolve them.
- Avoids unsupported claimsInterpretive statements are either supported by the supplied flow or explicitly hedged as possibilities or caveats rather than established fact.
- Produces the required deliverableThe requested memo is present, complete, actionable, and usable by the onboarding squad with little or no editing.
- Prioritises by impactFixes are ranked by likely impact on activation, starting with the data-connection bottleneck and moving to later-stage friction.
- Activation defined by what predicts retentionIt defines the activation event as reaching a useful first chart, ties it to retention, and ranks fixes by effect on that outcome rather than step completion.
- Gets the base of every number rightPercentages and differences use the correct denominators, step-to-step drops are computed from the right stages, and ambiguous bases are clarified where needed.
Grades and run details
Decision model 100 · LLM judge 10 of 10 checks
Decision model checks
- passUses the supplied evidence correctly21%
- passAddresses the actual decision83%
- passRespects explicit constraints49%
- passIdentifies material uncertainty31%
- passAvoids unsupported claims49%
- passProduces the required deliverable94%
- passPrioritises by impact99%
- passActivation defined by what predicts retention100%
- passGets the base of every number right48%
Run
- Run
- #1
- API response time
- 17 s
- Submitted
- 29 Sept 2026