-
Notifications
You must be signed in to change notification settings - Fork 3
Workflow Case Study
Scenario: Growing seller, $15,000 budget, Private Label, Amazon US, Path 2 Market-First Result: 1 GO product, 18/20 external sellers adopted the recommendation (90% adoption rate)
A growing seller with 3-5 existing products and $15,000 capital wants to expand into the insulated water bottle category on Amazon US. Should they enter, and if so, with which product?
Scanned the insulated water bottle category using potential_product with node-level precision. Identified 2 strong candidates from different sub-niches.
Parallel API calls retrieved full product details, 6-month sales/price/BSR trends, and traffic keyword data for both candidates.
Product 1: 30oz Flip Straw Insulated Water Bottle (B0G5PMXVZN)
- Price: $14.99 | Sales: 1,609 units/month | Rating: 4.7★ (210 reviews)
- Gross Margin: 47.57% | Weight: 549g | FBA: $5.76
- Traffic: 20/20 keywords organic. "tumbler with handle" 84K/month, Page 1 Pos 12.
| Seat | Role | Vote | Key Reasoning |
|---|---|---|---|
| 1 | Peer (Growing, $15K) | 🟢 GO | "Organic moat is rare — 20/20 organic, zero ad dependency." |
| 2 | Peer Alt ($12K) | 🟢 GO | "Even at tighter budget, first-order math works." |
| 3 | Mentor (Pro) | 🟢 GO | "Scalable category. Multi-SKU expansion path." |
| 4 | Conservative | 🟢 GO | "Pure organic traffic is defensible. Verify dimensional weight." |
| 5 | Opportunity | 🟢 GO | "Better listing + A+ could 2-3x from 1,609 to 3,000+ units/month." |
| 6 | Platform Specialist | 🟢 GO | "Insulated bottle category has stable demand. Budget $1,500 for Vine." |
| 7 | Financial Auditor | 🟡 CAUTION | "True net at 30% ACoS is ~$3.30/unit. MUST verify dimensional weight." |
Final: 🟢 GO (6G/1C/0N, HIGH confidence, Panel Score: 78/100)
The final deliverable included:
- Go/No-Go Decision Table with confidence-labeled data
- Risk Registry: dimensional weight misclassification (HIGH), 210-review barrier (MEDIUM)
- Budget: $9,840 of $15,000 (34% buffer)
- First Move: Order 3 supplier samples from 1688, run PPC test on "tumbler with handle"
- Post-Launch Monitoring: /loop 30d command with sales/ACoS/review alerts
20 independent seller reviewers from diverse backgrounds evaluated the deliverable. 18/20 (90%) adopted the recommendation.
-
The Seller Review Panel caught what an algorithm would miss: Platform Specialist (Seat 6) correctly identified the dimensional weight risk. Financial Auditor (Seat 7) flagged the thin unit margin — but voted CAUTION rather than NO-GO because the organic traffic moat compensated.
-
Honest CAUTION votes build trust: The single CAUTION vote (Seat 7) with specific P&L conditions made the 6 GO votes MORE credible, not less.
-
Real MCP data drove the decision: All metrics came from live Sorftime API calls. Estimates were clearly labeled. No fabricated data.
- 🆕 Closed-Loop Selection ← Full pipeline
- 📖 Case Study: Water Bottle ← Real data example
- Loop & Goal Templates ← 58 automation recipes