🦝 RouCN · PM Case Study
Operations &
Compliance
MANUFACTURING · SUPPLY CHAIN · LEGAL · FINANCIAL MODEL
04 / 07 ← Block 03: Product
Block 05: GTM →
4.1 Manufacturing Partner Selection — Criteria & Evaluation
4.2 Supply Chain & Inventory Strategy
4.3 Legal & Compliance — BIS · Trademark · GST · Labels
4.4 Financial Model — Unit Economics · LTV · Break-Even · Budget
4.1
⚙️
Why this matters more than anything in Block 4: The factory is the single highest-risk dependency in RouCN's entire model. A bad factory kills the brand before a single pair ships. Quality, reliability, and communication are non-negotiable — price is the last criterion, not the first.
Weighted Evaluation Criteria — How to Score a Factory
CriterionWeightWhat "Good" Looks LikeDisqualifiers
BIS / Quality Certification 25% Factory already BIS-empanelled OR willing to support RouCN's BIS application with test samples. ISO 9001 a bonus. Refuses BIS cooperation. Cannot provide material composition certificates. No quality documentation.
MOQ Flexibility 20% Willing to run 100-pair pilot batch. Does not insist on 500+ pairs for a new relationship. Understands this is a test order with reorder potential. Hard MOQ floor above 300 pairs for first order. Unwilling to negotiate on batch 1.
Communication & Responsiveness 20% Replies within 24 hours. Has a dedicated point-of-contact (not just a WhatsApp group). Sends unprompted status updates. English or Hindi fluency. Days-long silences during sampling. Vague answers on timelines. No designated contact person.
Lead Time Reliability 15% Confirms lead time in writing. Can demonstrate past on-time delivery rate of 80%+. Provides weekly production milestones during order. Refuses to commit to dates. "Approximately" is the only timeline answer. Cannot share production schedule.
Sample Quality 15% Proto sample delivered within 3 weeks. Matches tech pack spec at 85%+ accuracy. Visible quality in stitching, material finish, sole adhesion. Prototype wildly off-spec. Sample has visible quality defects. Refuses to redo sample without extra charge.
Per-Unit Cost 5% ₹850–1,100 per pair at MOQ 100. Willing to share cost breakdown by component. Drops to ₹800–950 at MOQ 300+. Unwilling to share cost structure. Price jumps >20% between sample and production quote.
Weighting rationale: BIS and communication are highest because quality failure and communication breakdown are the two most common first-brand failure modes — price is last because a ₹50/pair difference is irrelevant if the factory misses delivery by 6 weeks.
Shortlisted Factory Clusters — India
PRIMARY
Agra Cluster
📍 Agra, Uttar Pradesh — India's largest footwear hub
Factories300+ registered units
SpecialityPU/leather casual, lifestyle, sport
Typical MOQ50–200 pairs (flexible)
Cost range₹850–1,100/pair
Lead time45–60 days from order
BIS exposureHigh — many empanelled labs nearby
Why first: proximity to Lucknow base (3hr drive), established supply chain for PU upper + vulcanised sole — exactly RouCN's spec. FDDI (Footwear Design & Development Institute) is in Agra — accessible for technical support.
BACKUP
Kanpur Cluster
📍 Kanpur, Uttar Pradesh — leather processing heritage
Factories150+ registered units
SpecialityLeather uppers, formal + semi-formal
Typical MOQ100–300 pairs
Cost range₹900–1,200/pair
Lead time50–70 days from order
BIS exposureMedium — some empanelled factories
Why backup: stronger on genuine leather but less experienced in PU + vulcanised construction. Higher MOQ floor. Use if Agra factory quality fails during proto review.
CONTINGENCY
Chennai Cluster
📍 Chennai, Tamil Nadu — export-oriented manufacturing
Factories200+ units, export focus
SpecialityAthletic, performance, export quality
Typical MOQ200–500 pairs
Cost range₹1,100–1,400/pair
Lead time60–90 days from order
BIS exposureHigh — export-certified factories
Why contingency only: higher cost, higher MOQ, longer lead time, logistically farther. Export quality is high but overkill for batch 1. Revisit for Scale phase.
Factory Evaluation Process — Step by Step
01
Outreach & RFQ
Send tech pack + spec sheet to 8–10 Agra factories via IndiaMART, FDDI referrals, and direct visits. Request: sample quote, lead time, MOQ, and BIS status. Timeline: Week 1–2.
02
Shortlist to 3
Score responses against weighted criteria table. Drop any factory that fails on BIS cooperation or MOQ. Shortlist top 3 by Week 3.
03
Factory Visit
Physical visit to all 3 shortlisted. Check: production floor cleanliness, machinery type, existing client samples, worker headcount, QC area. 1 day per factory.
04
Proto Sample
Commission proto from top 2 factories (pay ₹2,000–5,000 per proto). Evaluate against spec: material, construction, fit. 3-week turnaround.
05
Select & Sign
Select 1 primary factory. Sign NDA + manufacturing agreement with penalty clauses for late delivery and quality failure. Lock delivery timeline in writing.
🔬 PM Hypothesis H11 — Proximity > Price

Choosing the Agra factory cluster over a potentially cheaper Vietnam or Bangladesh option adds ₹150–200/pair to COGS but saves 4–6 weeks in sampling round-trips, allows physical QC without a paid agent, and enables the "Made in India" narrative RouCN needs for its positioning. The cost premium pays back in speed, control, and brand authenticity.

Evidence: Comet manufactures domestically. Gully Labs' post-Shark Tank quality control is domestically managed. For a brand at RouCN's stage, operational proximity to the factory is the difference between catching a defect in Week 2 and discovering it in Week 8 after 300 pairs have shipped.
4.2
Decision — Make-to-Stock vs Drop Model
Make-to-Stock (Continuous)
✓ Always-available inventory — no stockout risk
✓ Easier logistics planning, predictable fulfilment
✗ Ties up capital in unsold stock for an unproven brand
✗ No urgency or exclusivity signal — "always available" kills hype
✗ Wrong for a brand trying to build community around drops
Not for Year 1
✅ Hybrid Drop Model (Chosen)
✓ Batched production (100 pairs) with intentional scarcity signal
✓ Creates urgency, FOMO, and community anticipation
✓ Protects cash — only produce what you're confident you can sell
✓ Sell-through data from each drop informs the next batch precisely
~ Risk: stockout on hero sizes if demand exceeds forecast
~ Mitigation: waitlist + notify-me by size, reorder trigger at 20% stock
Year 1 Strategy
Inventory Management — Batch 1 (100 Pairs) Parameters
ParameterValueRationale
Initial Batch Size100 pairsRisk-adjusted minimum. High enough to be meaningful, low enough to survive a quality issue or slow sell-through.
Safety Buffer Stock15 pairs (15%)Held back from live listing. Released if a size sells out, or used for influencer replacement / defect swap.
Live Listed Stock85 pairsWhat goes live on D2C + Myntra combined on launch day.
Reorder Trigger20 pairs remaining (20%)At 20 pairs: place Batch 2 order (200 pairs). Lead time 45–60 days means stock doesn't run dry.
Batch 2 Size200 pairs2× scale if sell-through of Batch 1 is ≥70% in 60 days. Lower COGS (₹850/pair vs ₹950). Adjust colorway split based on Batch 1 data.
Stockout ProtocolNotify-me + waitlistNever show "out of stock" without a waitlist capture. Every stockout is a waiting customer — notify when batch 2 ships.
Storage3PL in Delhi NCR or self-store in Lucknow (Year 1)At 100 pairs, self-storage is viable. 3PL (Delhivery, Shiprocket Fulfil) recommended from Batch 2 onward for faster last-mile.
Parallel Production Timeline — Shoes + Packaging (Weeks from Factory Order)
Week 1–2
Proto sample commission
Week 1–3
Box / tissue / hangtag design finalised
Week 3–4
Proto review + corrections brief
Week 4–5
Packaging print order placed (6-week lead)
Week 5–7
Fit sample received + wear-test (real feet)
Week 7–9
BIS test samples submitted to empanelled lab
Week 8–9
PP sample approved → Production order placed
Week 9–14
Production + mid-production QC check (Week 12)
Week 10–14
Packaging arrives at warehouse / self-store
Week 14–15
Shoes arrive → final QC → box + pack → ready to ship
Week 16
🚀 LAUNCH DAY — D2C live + influencer unboxings go live
Returns Logistics & Reverse Supply Chain
01
Customer initiates return (within 7 days of delivery)
Return form on D2C site — captures reason (size, quality, changed mind). Reason code is data — feeds into product iteration. No questions asked for first 30 days post-launch. Builds trust.
02
Pickup scheduled via Delhivery reverse logistics
Cost: ₹80–120 per reverse pickup. Paid by RouCN for quality/defect reasons. Split cost (customer pays ₹50) for size-exchange or change-of-mind. Policy communicated clearly before purchase.
03
Returned pair inspected within 48 hours of receipt
Condition check: unworn = resaleable stock. Worn but no defect = cannot resell, log as loss. Defective = photograph + document + raise with factory within 72 hours of batch delivery (batch defect window).
04
Refund processed within 5 business days
Razorpay refund to original payment method. No store credit forced — consumer protection law requires full refund option. Store credit offered as an incentive (10% bonus on next order) but never mandatory.
05
Return data reviewed weekly
If return rate >12% guardrail breached: root cause analysis within 7 days. If defect rate >3%: halt batch 2 order until issue resolved with factory. Return reason data directly informs Batch 2 spec corrections.
4.3
🚨
Critical framing: Every item in this section is a hard gate — not a nice-to-have. BIS non-compliance means product seizure. Trademark absence means someone else can own "RouCN" if they file first. GST non-registration means Myntra cannot onboard you. These must be started in Q1, not after the shoe is ready.
🏛️ BIS Certification — IS 17043 Part 2:2024 MANDATORY GATE
Bureau of Indian Standards compulsory registration for all general-purpose footwear sold in India under QCO 2024. Without this, RouCN cannot legally sell on Myntra, Amazon, or any regulated marketplace.

Standard: IS 17043 (Part 2): 2024 — covers physical and chemical requirements for upper, sole, adhesion, and materials.

Process: Apply to BIS → Assign BIS-empanelled test lab → Submit 6–10 sample pairs for testing → Lab tests against standard → BIS grants licence → ISI mark permitted on product.

Timeline: 3–5 months from application to mark. Start in Q1, Week 1.

Cost: ₹15,000–40,000 application + lab testing fees. Annual renewal ~₹10,000.
→ Action: Apply in Q1 Week 1. D2C can soft-launch while pending — Myntra requires active BIS mark.
™️ Trademark Registration URGENT
Register "RouCN" as a word mark and the raccoon emblem as a device mark under Class 25 (footwear) with the Controller General of Patents, Designs & Trade Marks (CGPDTM).

Classes needed: Class 25 (footwear), Class 35 (retail services) — both filed simultaneously.

Process: TM search on IP India portal → File TM-A application online → TM-A receipt → Examination report (6–12 months) → Acceptance → Publication → Registration (18–24 months total).

™ rights: TM symbol usable from day of filing. ® only after registration grant.

Cost: ₹4,500 government fee per class per application (individual/startup rate). Legal agent: ₹5,000–15,000 optional.
→ Action: File TM-A before launch. Use ™ on all materials immediately. Do NOT wait for registration to launch.
🧾 GST Registration & Compliance REQUIRED
GST registration mandatory for any business selling online across state lines — regardless of turnover. Marketplace platforms (Myntra, Amazon) require GSTIN before onboarding.

GST rate: 18% on footwear above ₹1,000 MRP. RouCN at ₹3,499 = 18% bracket.

Input Tax Credit (ITC): GST paid on raw materials, packaging, and services can be offset against GST collected on sales. Reduces net GST outflow significantly — track from day 1.

Filing: GSTR-1 (monthly/quarterly), GSTR-3B (monthly). Use ClearTax or a CA from Month 1.

Cost: Registration free. CA/filing support ₹2,000–5,000/month.
→ Action: Register on GST portal before placing first production order. GSTIN needed on all tax invoices.
🏢 Business Registration FOUNDATIONAL
Register RouCN as a legal entity before any commercial activity. Options:

Sole Proprietorship: Simplest. No separate registration needed beyond GSTIN + current account. Liability is personal. Best for Year 1 at low revenue.

OPC (One Person Company): Limited liability. Separate legal entity. Required if seeking investment. Cost: ₹3,000–7,000 (MCA filing).

Recommendation: Start as Sole Proprietorship + GSTIN. Convert to OPC/Pvt Ltd when first external funding is sought or ARR crosses ₹25L.

Bank account: Current account in business name — mandatory for Myntra/Amazon payouts and Razorpay merchant account.
→ Action: Open current account + GSTIN Week 1. Entity upgrade decision at ₹25L ARR milestone.
Mandatory Label Fields — Per Legal Metrology (Packaged Commodities) Rules
RouCN RCN–001 — Tongue Label (Woven) + Box Label (Printed) — Mandatory Fields
Brand NameRouCN™
SKU / ModelRCN–001–NR (or –BB / –SF per colorway)
MRP (incl. all taxes)₹3,499 (Incl. 18% GST)
SizeUK 6 / IN 6 / EU 39 (varies per pair)
Upper MaterialPolyurethane (PU) + Textile Mesh
Sole MaterialVulcanised Rubber + EVA
Lining MaterialTextile
Country of OriginMade in India
Manufacturer Name & Address[Factory name], [Full address, Agra, UP — 282XXX]
Importer (if applicable)N/A — Domestic manufacture
BIS ISI MarkIS 17043 (Part 2):2024 — Licence No. [XXXXX]
Customer Caresupport@roucn.in | +91-XXXXXXXXXX
Month & Year of ManufactureMfg: MM/YYYY
Returns & Refund Policy — Consumer Protection Act 2019 Compliant
What RouCN guarantees
7-day return window from delivery date — no questions asked for manufacturing defects.
Full refund to original payment method within 5 business days of return receipt.
Free reverse pickup for quality/defect returns (RouCN bears ₹80–120 cost).
Size exchange within 15 days if the correct size is in stock.
Replacement for any pair with sole delamination within 90 days of purchase.
What RouCN does not accept
Returns after 7 days for change of mind (shoes show wear, cannot resell).
Returns of Survivor Forest (limited colorway) — communicated clearly as a final sale colorway.
Returns due to colour variation from screen display — photography disclaimer on product page.
Returns of worn pairs for hygiene concerns — policy stated on site pre-purchase.
Returns initiated via social media DMs — all returns via official returns portal only.
4.4
51.6%
Gross Margin
D2C per pair (Batch 1)
₹800
Target Blended CAC
across all channels
2.19×
LTV:CAC Ratio
at 15% RPR (Year 1)
87 pairs
Break-even Volume
to recover fixed costs
Unit Economics — Per Pair Sold (D2C Channel, Batch 1)
RCN–001 · D2C · Batch 1 · One Pair
MRP ₹3,499
Revenue recognised (excl. GST collected)
+₹2,965
Factory cost (materials + labour, MOQ 100)
−₹950
Packaging (box + tissue + inserts + hangtag)
−₹95
QC + BIS amortised
−₹80
Inbound freight + warehousing
−₹65
Outbound last-mile (Delhivery/Shiprocket)
−₹120
Payment gateway (Razorpay 2%)
−₹70
GST net liability (after ITC offset)
−₹315
Total Variable Cost per Pair
₹1,695
Gross Profit per Pair (D2C)
+₹1,270 (51.6%)
CAC deducted (blended ₹800 target)
−₹800
Contribution Margin per Pair (after CAC)
+₹470 (16.7%)
Unit Economics Across Channels
ChannelMRPMarketplace FeeGross MarginAfter CACStrategic Role
D2C (Shopify) ₹3,499 2% PG only 51.6% / ₹1,270 ₹470 per pair Primary — margin engine + data ownership
Myntra ₹3,499 ~25–28% commission ~36% / ₹890 ₹90 per pair Discovery channel — drives brand awareness, thin margin
Amazon India (Y2) ₹3,499 ~28–32% referral ~33% / ₹820 ₹20 per pair Volume at near-zero contribution — justified by brand visibility
Pop-Up (Y2) ₹3,499 Venue rental spread ~55% / ₹1,350 ₹550+ per pair Best margin + best experience. Brand-building event.
LTV Model — Customer Lifetime Value at Year 1 RPR Target
MetricAssumptionValueBasis
Average Order Value (AOV)Single SKU per order, D2C₹3,499MRP, no discount assumed
Gross Margin per Order51.6% D2C margin₹1,270Unit economics above
Repeat Purchase Rate (RPR) @ 90 daysNSM Year 1 target15%OKR Q3 target, Comet benchmark
Average Purchases (Year 1)1 + 0.15 repeat = 1.15 purchases/customer1.15×Conservative — most buy once in Y1
Average Purchases (Year 2)Builds to 1.4× with community + drops1.40×Projection at RPR 25%+
Year 1 LTV (Gross Margin basis)1.15 × ₹1,270₹1,461Conservative 12-month LTV
LTV:CAC Ratio (Year 1)₹1,461 ÷ ₹800 CAC1.83×Minimum viable = 1.5×. Target = 3× by Y2.
Year 2 LTV (with higher RPR)1.40 × ₹1,270 × 2 years₹3,5562-year LTV if community retained
LTV:CAC Ratio (Year 2)₹3,556 ÷ ₹800 (CAC stays flat with organic)4.45×Healthy SaaS/D2C benchmark is 3×+
Break-Even Analysis
Fixed costs to cover before RouCN is profitable per month (at steady state, excluding one-time costs):
BIS cert (amortised) + Trademark filing + Website (Shopify ₹2,000/mo) + CA/GST filing (₹3,000/mo) + Domain + Email = ~₹8,000/month fixed overhead
7 pairs
Monthly pairs to cover
fixed overhead (₹8K ÷ ₹1,270 GM)
87 pairs
Pairs to recover total
launch fixed costs (₹1.1L one-time)
Month 4–5
Expected break-even timeline
at 20–30 pairs/month sell-through
One-time fixed costs: BIS ₹40,000 + Trademark ₹13,000 + Website setup ₹15,000 + Photography ₹20,000 + Proto sampling ₹10,000 + Contingency ₹12,000 = ~₹1,10,000. Recovered across Batch 1 at ₹1,270 GM/pair = 87 pairs. Batch 1 is 100 pairs — so break-even within Batch 1 if 87+ pairs are sold.
Full Budget Allocation — ₹10,00,000 Total (Year 1)
Product & Manufacturing
₹2,00,000 — Batch 1 (100 pairs × ₹950 + QC + proto)
₹2,00,000
20%
Packaging
₹1,10,000 — boxes, tissue, inserts × 150 units
₹1,10,000
11%
Compliance & Legal
₹75,000 — BIS ₹40K + TM ₹13K + GST/CA ₹12K + misc
₹75,000
7.5%
Brand & Design
₹60,000 — logo, mascot design, visual identity
₹60,000
6%
Website & Tech
₹40,000 — Shopify setup + plugins + domain (12mo)
₹40,000
4%
Photography & Content
₹60,000 — product shoot + lifestyle + Reels
₹60,000
6%
Influencer & Marketing
₹1,20,000 — 15 influencer seeds + ₹40K paid ads backup
₹1,20,000
12%
Logistics & 3PL
₹50,000 — inbound freight + warehousing (6mo)
₹50,000
5%
Working Capital Buffer
₹1,85,000 — emergency reserve, never touch unless forced
₹1,85,000
18.5%
Batch 2 Seed Capital
₹2,00,000 — held for Batch 2 order (200 pairs × ₹850)
₹2,00,000
20%
TOTAL BUDGET ALLOCATED ₹10,00,000 (100%)
Scenario Planning — Year 1 Revenue Outcomes
🐻 Bear Case
₹2.1L
Units sold: 60 pairs (40% sell-through lag)
Avg ASP: ₹3,499 MRP
Gross profit: ₹76,200
Trigger: Influencer seeds underperform, BIS delayed, Myntra not live
Response: activate ₹40K paid ads, extend Batch 1 timeline, do not place Batch 2 until 70% Batch 1 cleared.
📊 Base Case
₹4.9L
Units sold: 140 pairs (B1 + partial B2)
Avg ASP: ₹3,499 MRP
Gross profit: ₹1,77,800
Trigger: 3 Reels 10K+ views, Myntra live M3, 15% RPR hit
Response: proceed with Batch 2 at M4, activate Myntra, start email list monetisation.
🚀 Bull Case
₹8.7L
Units sold: 250 pairs (B1 sell-out + full B2)
Avg ASP: ₹3,499 MRP
Gross profit: ₹3,17,500
Trigger: Viral Reel 100K+ views, SF colorway sells out in 48hr
Response: place Batch 3 (300 pairs) immediately, initiate Mid-Top canvas silhouette brief, plan first pop-up.
🔬 PM Hypothesis H12 — The Financial Model is a Navigation Tool, Not a Forecast

These numbers are not predictions — they are sensitivity levers. The most important number in this model is not revenue: it is the ₹1,270 gross margin per pair, because that is the floor of every other decision. If COGS rises by ₹100 or logistics costs spike, the contribution margin per pair drops from ₹470 to ₹370. RouCN must track unit economics per pair from Day 1 — not aggregated revenue, which can hide a broken model underneath a healthy top line.

Evidence: The most common D2C brand failure mode is top-line growth masking deteriorating unit economics — "we're growing but losing on every order." Tracking GM% per pair per batch catches this before it becomes a cash crisis. (Simon-Kucher D2C Profitability Study 2024)
Sources: Razorpay fee structure 2025, Delhivery last-mile rate card 2025, Myntra seller commission structure (publicly disclosed), BIS application fee schedule, CGPDTM trademark fee schedule, GST rate notification footwear 2024.
RouCN · PM Path · 04 of 07
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