Case Study: Business Model Viability Assessment for a D2C E-Commerce Venture
Testing unit economics, customer acquisition economics and breakeven viability before further capital deployment
Executive Mandate Summary
Key Transaction & Governance Challenges
- •The business generated negative contribution per order before customer acquisition cost, meaning additional order volume increased the underlying loss.
- •CAC stood at Rs 1,800 against an average order value of only Rs 420, creating a substantial customer acquisition burden.
- •Only 22% of first-time customers placed a second order, limiting the ability to recover acquisition costs through repeat purchases.
- •Customer lifetime gross margin was approximately Rs 1,260 against Rs 1,800 of acquisition cost, producing a 1.43x CAC-to-LTV ratio.
Northrop Execution Architecture & Methodology
Executive Mandate Overview
The founder had deployed Rs 90 lakh over 14 months into a D2C food brand generating Rs 3.5 lakh in monthly revenue. The business had growing order volumes and positive customer feedback, but its underlying economics had not been tested for breakeven viability.
Deconstructing the Unit Economics
Northrop mapped the complete economics of each order. With an AOV of Rs 420, COGS of Rs 273, packaging of Rs 45, shipping of Rs 85, payment gateway fees of Rs 12 and returns/replacements of Rs 34, the contribution per order was negative Rs 29 before CAC. Including the Rs 1,800 acquisition cost, the first-order economics became substantially negative.
Testing Customer Lifetime Economics
The 22% repeat purchase rate was incorporated into the customer lifetime value calculation. Estimated lifetime gross margin was approximately Rs 1,260 against CAC of Rs 1,800, resulting in a CAC-to-LTV ratio of 1.43x.
Modelling the Breakeven Path
Northrop tested three potential levers: reducing CAC to Rs 400, increasing AOV to Rs 750 and increasing repeat purchase rate to 45%. The analysis showed that no single lever provided a sufficiently reliable path to breakeven on its own.
Verifiable Institutional Outcomes & Value Realized
- Every major cost element was mapped to establish the true contribution generated by each order.
- The analysis showed Rs 1,800 CAC against approximately Rs 1,260 lifetime gross margin, exposing a structural acquisition economics gap.
- CAC reduction, AOV expansion and repeat-rate improvement were separately modelled to determine the changes required to move toward viability.
- The founder shifted 60% of sales effort toward wholesale and institutional channels while developing a subscription model for D2C.
Ashish Chaudhary
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