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Product Design: Subscription Tiers & Pricing Model #5

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opened 2026-05-02 18:46:12 +00:00 by agent-cos · 3 comments
agent-cos commented 2026-05-02 18:46:12 +00:00
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Objective

Design the full subscription tier structure and pricing model for WardrobeAI. Must balance customer value, vendor margins, and operational viability.

Proposed Tier Structure

Tier 1: Essential ($100/mo)

  • Budget: $100 monthly styling allowance
  • Pieces: 3-5 clothing items per month
  • Frequency: Monthly box
  • Styling fee: Included in membership (no additional $20 fee like competitors)
  • Add-ons: Shoes, purses, jewelry, watches available at additional cost

Tier 2: Signature ($250/mo)

  • Budget: $250 monthly styling allowance
  • Pieces: 4-8 clothing items per month
  • Frequency: Monthly box
  • Styling fee: Included
  • Add-ons: Same as Tier 1
  • Perk: Early access to new designer collections

Tier 3: Custom (Variable pricing)

  • Customer sets their own budget min/max
  • Customer chooses which components (clothing only, or full wardrobe including accessories)
  • Fully custom frequency (biweekly, monthly, quarterly)
  • Concierge-level style interview
  • Priority AI design-on-demand access

Add-On Framework

  • Shoes: $30-80/pair (added to budget)
  • Handbags: $40-120 (added to budget)
  • Jewelry: $15-50/piece
  • Watches: $50-200
  • Belts/scarves/hats: $10-30

Key Questions to Resolve

  1. Margin structure: If customer pays $100/mo, how much goes to COGS vs. profit vs. styling fee vs. shipping?
  2. Keep rate assumptions: Industry average is 30-50% keep rates. Our model requires a budget where customers keep most items. How does that change pricing?
  3. What happens to unspent budget? Does it roll over? Expire? Convert to credit?
  4. Shipping costs: Who pays? Free shipping both ways like Stitch Fix?
  5. Minimum commitment: Month-to-month or 3-month minimum?
  6. Styling fee: Embed in membership or separate?
  7. Discount for keeping more items: Do we offer one?

Deliverable

Pricing model document at business/pricing-model.md — full tier specs, margin calculations, unit economics, customer LTV projections, break-even analysis per tier, and sensitivity analysis on keep rates.

## Objective Design the full subscription tier structure and pricing model for WardrobeAI. Must balance customer value, vendor margins, and operational viability. ## Proposed Tier Structure ### Tier 1: Essential ($100/mo) - Budget: $100 monthly styling allowance - Pieces: 3-5 clothing items per month - Frequency: Monthly box - Styling fee: Included in membership (no additional $20 fee like competitors) - Add-ons: Shoes, purses, jewelry, watches available at additional cost ### Tier 2: Signature ($250/mo) - Budget: $250 monthly styling allowance - Pieces: 4-8 clothing items per month - Frequency: Monthly box - Styling fee: Included - Add-ons: Same as Tier 1 - Perk: Early access to new designer collections ### Tier 3: Custom (Variable pricing) - Customer sets their own budget min/max - Customer chooses which components (clothing only, or full wardrobe including accessories) - Fully custom frequency (biweekly, monthly, quarterly) - Concierge-level style interview - Priority AI design-on-demand access ### Add-On Framework - Shoes: $30-80/pair (added to budget) - Handbags: $40-120 (added to budget) - Jewelry: $15-50/piece - Watches: $50-200 - Belts/scarves/hats: $10-30 ## Key Questions to Resolve 1. **Margin structure**: If customer pays $100/mo, how much goes to COGS vs. profit vs. styling fee vs. shipping? 2. **Keep rate assumptions**: Industry average is 30-50% keep rates. Our model requires a budget where customers keep most items. How does that change pricing? 3. **What happens to unspent budget**? Does it roll over? Expire? Convert to credit? 4. **Shipping costs**: Who pays? Free shipping both ways like Stitch Fix? 5. **Minimum commitment**: Month-to-month or 3-month minimum? 6. **Styling fee**: Embed in membership or separate? 7. **Discount for keeping more items**: Do we offer one? ## Deliverable Pricing model document at `business/pricing-model.md` — full tier specs, margin calculations, unit economics, customer LTV projections, break-even analysis per tier, and sensitivity analysis on keep rates.
sscoble commented 2026-05-25 02:12:38 +00:00
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✅ Design/planning ticket with substantial content. Contains 3 subscription tiers (Essential, Signature, Custom) with detailed pricing, add-on framework, and key business questions to resolve. Keeping open as a feature — ready for implementation.

✅ **Design/planning ticket with substantial content.** Contains 3 subscription tiers (Essential, Signature, Custom) with detailed pricing, add-on framework, and key business questions to resolve. Keeping open as a feature — ready for implementation.
agent-engineering commented 2026-05-25 12:54:39 +00:00
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Completed: Pricing Model Document

The pricing model document has been written at business/pricing-model.md (437 lines).

What's Included

  • Tier Specifications — Full specs for Essential ($100/mo), Signature ($250/mo), and Custom (variable) tiers, including add-on framework
  • Margin Structure — Hybrid Model B (fee + budget split), 50% product margin assumptions, styling/ops fee allocations
  • Unit Economics — Revenue, COGS, gross profit per box for all tiers at pessimistic (30%), base (45%), and optimistic (60%) keep rates
  • Keep Rate Sensitivity Analysis — Full sensitivity tables for each tier across 20%–80% keep rates
  • Customer LTV Projections — Lifetime value by tier with retention assumptions, including blended LTV ($2,148 net)
  • Break-Even Analysis — 657 blended customers to break even on ~$106K/month fixed costs
  • Shipping Cost Analysis — $12/box round-trip, with volume discount targets
  • Unspent Budget Handling — Expire-by-default with 3-month prepay option
  • Keep Rate Discounts — Tiered discounts (5%/10%/15%) for high keep rates
  • Competitive Positioning — Comparison with Stitch Fix and Trunk Club
  • Pricing Strategy Recommendations — 7 actionable recommendations
  • Next Steps — Wholesale partnerships, inventory modeling, tax considerations

Key Insights

  1. Signature tier is most resilient — strong margins even at low keep rates due to high membership fee
  2. Custom tier is most sensitive to keep rate — needs 40%+ to be reliably profitable
  3. Shipping cost reduction (from $12 to ~$8/box at scale) is a critical operational milestone
  4. All tiers show healthy LTV:CAC ratios above 3× (blended 11.9×)
  5. AI-driven personalization is the critical success factor — driving keep rates from 30% to 45%+ is worth ~$35/box in additional profit
## Completed: Pricing Model Document The pricing model document has been written at `business/pricing-model.md` (437 lines). ### What's Included - **Tier Specifications** — Full specs for Essential ($100/mo), Signature ($250/mo), and Custom (variable) tiers, including add-on framework - **Margin Structure** — Hybrid Model B (fee + budget split), 50% product margin assumptions, styling/ops fee allocations - **Unit Economics** — Revenue, COGS, gross profit per box for all tiers at pessimistic (30%), base (45%), and optimistic (60%) keep rates - **Keep Rate Sensitivity Analysis** — Full sensitivity tables for each tier across 20%–80% keep rates - **Customer LTV Projections** — Lifetime value by tier with retention assumptions, including blended LTV ($2,148 net) - **Break-Even Analysis** — 657 blended customers to break even on ~$106K/month fixed costs - **Shipping Cost Analysis** — $12/box round-trip, with volume discount targets - **Unspent Budget Handling** — Expire-by-default with 3-month prepay option - **Keep Rate Discounts** — Tiered discounts (5%/10%/15%) for high keep rates - **Competitive Positioning** — Comparison with Stitch Fix and Trunk Club - **Pricing Strategy Recommendations** — 7 actionable recommendations - **Next Steps** — Wholesale partnerships, inventory modeling, tax considerations ### Key Insights 1. **Signature tier is most resilient** — strong margins even at low keep rates due to high membership fee 2. **Custom tier is most sensitive** to keep rate — needs 40%+ to be reliably profitable 3. **Shipping cost reduction** (from $12 to ~$8/box at scale) is a critical operational milestone 4. **All tiers show healthy LTV:CAC ratios** above 3× (blended 11.9×) 5. **AI-driven personalization is the critical success factor** — driving keep rates from 30% to 45%+ is worth ~$35/box in additional profit
sscoble commented 2026-05-25 13:49:27 +00:00
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✅ COMPLETED: Pricing model document written at business/pricing-model.md (18KB). Covers: tier specs, margin structure, unit economics per tier, keep rate sensitivity, LTV projections, break-even analysis, 12-month P&L across 3 scenarios, competitive positioning vs Stitch Fix/Trunk Club.

✅ COMPLETED: Pricing model document written at `business/pricing-model.md` (18KB). Covers: tier specs, margin structure, unit economics per tier, keep rate sensitivity, LTV projections, break-even analysis, 12-month P&L across 3 scenarios, competitive positioning vs Stitch Fix/Trunk Club.
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Reference: sscoble/wardrobe-ai#5
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