Foundation Sprint Founding Hypothesis: Storevine Retail Direction
Founding Hypothesis (Canonical Strict Template)
If we help independent and small-chain US specialty retailers with 5-50 stores solve weekly buying decisions made from spreadsheet review and gut feel with Monday morning analyst-reviewed templated briefs delivering specific ranked actions readable in 15 minutes, they will choose it over Tableau / Power BI / Looker, retail-specialist tools like Daasity and Glew, ERP-embedded reporting from NetSuite and Microsoft Dynamics, Shopify Analytics and Square Analytics, hired retail consultants, and the dominant “doing nothing with gut feel” status quo because our solution is the only managed-intelligence service that combines a pre-built specialty-retail data model, sector-specialist human analyst review, a weekly delivery rhythm matched to merchandiser schedules, and specific actions rather than abstract metrics, at a price point ($800-1000 MRR) that fits 5-50 store SMB margin structures.
Why We Believe This
- The 31 customer interviews showed weekly buying decisions are made from gut + spreadsheet in 100% of cases; existing analytics tools are unused even when paid for.
- The “doing nothing” alternative is creating measurable margin loss (interview data: $40k in 2 weeks at one 14-store retailer).
- Specialty retail buying decisions are sector-shaped enough that templates work (outdoor merchandising rules are not grocery merchandising rules); the templates differentiate us from generic BI.
- The 15-minute Monday read maps to existing merchandiser routines we observed in customer interviews.
- Carlos’s lived 5-year experience with 4 stores validates the buyer-side empathy without us having to build it from scratch.
What Could Prove Us Wrong
| Disconfirming evidence we should look for | Pre-test commitment |
|---|---|
| Design-partner retailers don’t open the Monday brief or open it but don’t act on it | If open rate < 70% by week 3, we re-evaluate the delivery format |
| Customers experience templates as generic / canned | If customer-judged actionability rating < 4 of 5 by week 3, we fall back to Approach 2 (Pooled Analyst) |
| Setup time exceeds 1 hour for a design partner | If onboarding requires data-engineering effort, the differentiator (D7) breaks and we re-scope |
| Customers want self-serve drill-down despite our principle | If 3 or more design-partner requests for drill-down emerge in 4 weeks, principle 3 needs revisiting |
| Margin contribution recommendations are wrong (false positives or misses) | If template + analyst review produces wrong recommendations in week 2, we re-architect quality control |
Assumption Scorecard
| # | Assumption | Risk | Evidence quality | Pilot scorecard? |
|---|---|---|---|---|
| A1 | Templates can be authored that produce non-generic-feeling briefs for the 5 subverticals we target | HIGH | Low (untested) | Primary row |
| A2 | Customers will pay $800-1000 MRR for managed-intelligence at this scope | HIGH | Medium (interview signal) | Yes |
| A3 | One analyst can review and deliver 30-50 customer briefs per week without quality degradation | HIGH | Low (untested) | Yes |
| A4 | Setup from POS connection to first brief delivery is under 1 hour | MEDIUM | Medium (Devon’s prior experience) | Yes |
| A5 | The Monday morning weekly rhythm matches actual merchandiser routines well enough that the brief is read | MEDIUM | High (interview synthesis) | Yes |
| A6 | Specialty retailers will trust an analyst-reviewed template more than a generic-BI dashboard | MEDIUM | Medium (Trust lens evidence) | No |
| A7 | The 5-50 store band is large enough to support a viable business at ~$1k MRR | MEDIUM | High (TAM math) | No |
Highest-risk assumption (primary pilot scorecard row): A1. If templates cannot produce non-generic-feeling briefs for the targeted subverticals, the top bet (Approach 3 Templates) fails and the backup plan (Approach 2 Pooled) activates. A1 is testable in the design-partner pilot: customer-judged generic vs specific rating on each weekly brief.
Recommended Next Test
Design Sprint? Borderline. The Storevine top bet is operationally heavy (template authoring + analyst review process design) rather than UX-heavy. A Design Sprint would help with the customer-facing Monday brief interface but would not test A1 (template fidelity) which is the highest-risk assumption.
Recommendation: 4-week design-partner pilot starting 2026-06-02 with Bayfront Outfitters and West Loop Goods as initial partners. Pilot mechanics:
- Week 1: Setup + first brief delivery; baseline open rate + customer rating
- Week 2: Second brief; check for “templates feel generic” early signal
- Week 3: Third brief + customer interview re actionability + trust
- Week 4: Fourth brief + retention conversation re paid pilot continuation at $1k MRR
A Design Sprint can follow the pilot if the brief interface itself becomes a question, but for v0.1 the operational pilot is the right next test.
Decider Checkpoint
Mei final sign-off required to ratify the sprint output.
- Mei reads the Founding Hypothesis sentence aloud and confirms she would say this publicly to the design-partner retailers.
- Mei commits to running the June 2 4-week design-partner pilot with the top bet (Approach 3 Templates).
- Mei accepts A1 (template fidelity) as the highest-risk assumption to test first.
- Mei commits to the backup plan (Approach 2 Pooled Analyst) as the explicit pivot if A1 fails.
- Mei accepts the success criteria from the brief have been met: single Founding Hypothesis, top bet + backup, assumption scorecard, public commitability.
Signed: Mei (founder, PM/CEO), 2026-05-19 16:30 PT
The Foundation Sprint concludes. Storevine moves to design-partner pilot kickoff next.