Case study / D2C food brand

Building the Connected Operating Core Behind a Growing D2C Food Brand

From demand signals to quick-commerce shelves — procurement, quality, production, 3PL fulfilment, finance and MIS working through one connected core.

  • D2C food brand
  • Quick commerce
  • QA-gated production
  • 3PL fulfilment
Industry
D2C food & nutrition
Operating model
Make-to-stock with QA gates
Channels
Quick commerce · D2C
Fulfilment
Third-party (3PL) warehousing
Core areas
Planning · Procurement · QA · Production · Inventory · Finance · MIS

[ The Turning Point ]

Watch theTransformation Story.

Go behind the systems and see the operating decisions that shaped the transformation.

The Turning PointBuilt from Experience.Inside the Decisions That Shape Businesses.D2C food brand · Protein Chef

[ The operation before ]

Fast channels.Slow hand-offs.

A food brand selling through fast-moving channels can only grow as quickly as its operation can plan, buy, make, check and ship — and every hand-off was a manual one.

  • Demand & salesQuick commerce · D2C
    • Channel ordersPlatform portals
    • Customer POsPDFs + email
    • Sales viewExported reports
  • Make & checkBuy · QA · Produce
    • PurchasingSeparate POs
    • QA resultsCheck sheets
    • Production planSpreadsheet
  • Stock & money3PL · Finance
    • 3PL stockPartner reports
    • InventoryCentral record
    • Product costCost sheets
Planning catches up by hand

Orders, QA results and 3PL stock are re-keyed and compared before anyone can plan.

Areas working apart
03
Separate records
09
Live view of margin
00

[ Where it broke ]

Same SKU.A week of different numbers.

Demand moved faster than planning, so procurement and production reacted rather than prepared — because nobody saw the same stock at the same time.

  1. Finished goods were counted before post-production QA released them.

  2. The 3PL report arrived in batches, days behind the shelf.

  3. Purchasing planned from Monday’s number all week.

  1. Counted before post-production QA release
  2. Purchasing still planning on Monday’s 120 units

Illustrative figures · units

[ How we approached it ]

From demandto doorstep, connected.

Akhilam connected the flow from demand to customer — with quality built into procurement and production, and finance and MIS running across the whole system.

  1. 01

    Understand

    Mapped how demand, purchasing, QA, production and the 3PL actually connected.

  2. 02

    Design

    One flow from demand to customer, with QA gates inside purchasing and production.

  3. 03

    Connect

    3PL stock, customer POs (through OCR) and banking linked to the same core.

  4. 04

    Run

    COGS, MIS and AR / AP analytics run from the transactions themselves.

What we built

  • Procurement with QA
  • Production
  • Post-production QA
  • Quick-commerce sales
  • Demand forecasting
  • COGS
  • MIS
  • Bank integration
  • OCR — PO to SO
  • AR / AP analytics
  • 3PL warehouse

[ The operating journey ]

One order.From demand to doorstep.

Follow one replenishment through the new operating flow.

  1. Stage 01Planning

    A quick-commerce demand signal updates the plan

  2. Stage 02Procurement

    Material is purchased for the plan

  3. Stage 03QAAccepted ✓

    Incoming material passes QA before it enters stock

  4. Stage 04Production

    Produced against material that is actually available

  5. Stage 05QAReleased ✓

    Post-production QA releases the finished goods

  6. Stage 063PL

    3PL stock updates the same inventory picture

  7. Stage 07Finance

    A customer PO read by OCR becomes a sales order — COGS posts

[ Process & capability exhibits ]

How the key processesnow work — try them.

Each exhibit is interactive. The values are illustrative; the logic is how the system works.

Exhibit 01Customer PO → sales order, read by OCRRun it — then try a price mismatch
Purchase order · PDFPDF
Customer
Quick-commerce partner
PO number
PO-77214
PO date
18 Sep
Deliver to
Partner DC · Bengaluru
ItemQtyRate
High-protein meal · Paneer240₹165
High-protein meal · Chicken180₹185
Protein bowl · Rajma120₹149
Sales orderDraft
Customer
PO number
PO date
Deliver to
  • High-protein meal · Paneer240 × ₹165
  • High-protein meal · Chicken180 × ₹185
  • Protein bowl · Rajma120 × ₹149
  • Customer matched to master
  • Items matched to SKUs
  • Quantities within order limits
  • Prices match the agreed price list

Waiting for a document…

Illustrative purchase order. Validation runs before a sales order is created; anything that fails is routed to a person with the context.

Exhibit 02QA gates and what happens when one failsSelect a situation
  1. Material receivedpassed
  2. Incoming QAWithin specificationpassed
  3. Stock available for productionpassed
  4. Producedpassed
  5. Release QAReleasedpassed
  6. Available to the 3PLpassed
Outcome

Finished goods released — stock is sellable in every channel.

Illustrative situations and values.

Exhibit 033PL stock in the same inventory pictureStep through the week

Stock seen through a weekly partner report.

SKUCentral3PLDifference
Paneer meal412366+46
Chicken meal288301-13
Rajma bowl164120+44
Protein bar · Choco950902+48

Illustrative SKUs and quantities.

Exhibit 04COGS per pack, from the transactionsMove the sliders
COGS per pack₹109.49
  • Ingredients (yield-adjusted)₹76.60
  • Packaging (yield-adjusted)₹14.89
  • Conversion₹18.00

Gross margin33.6%

Illustrative costs. In the system, these come from purchase prices, BOMs and production records — not a spreadsheet.

[ Before vs after ]

What changed,line by line.

  1. Before: Demand reacted to after the factAfter: Demand signals feed the plan
  2. Before: QA results kept in separate sheetsAfter: QA gates inside purchasing and production
  3. Before: 3PL stock seen in reportsAfter: 3PL stock in the same inventory picture
  4. Before: Customer POs keyed in by handAfter: POs read by OCR into sales orders
  5. Before: Margins assembled for managementAfter: COGS and MIS from the transactions
  6. Before: Payments handled outside the systemAfter: Bank payments through approval workflows

[ Business outcomes ]

What changed wasn't one process.It was how the whole operation runs.

  1. ConnectedDemand, procurement, production and fulfilment on one system
  2. ControlledQuality gates before material and finished goods move
  3. Visible3PL stock, COGS and margins available to management
  4. StreamlinedCustomer POs captured as sales orders without re-keying
  5. ClearReceivables, payables and cash exposure in one view
  6. ScalableA foundation ready for more products and channels

Outcomes are described qualitatively. Figures appear only where validated by the business.

[ Client perspective ]

Hear it in the film
Growing the brand
“Placeholder for a client-approved quote on what changed in how the brand plans, makes and ships.” 
Founder· Protein ChefPlaceholder · replace with client-approved wording

[ Go deeper ]

The ConnectedD2C Brand.

Our research and implementation perspective on demand planning, quality-gated production, 3PL and quick-commerce fulfilment, product costing and cash for growing consumer brands.

  1. 01Demand → materials planning
  2. 02Quality-gated production
  3. 033PL, quick commerce + margin

Business email, first name and company — nothing more.

[ Could this be your business? ]

Selling fast,planning slow?

If several of these sound familiar, you are where this business was before one connected operating core.

  • Quick-commerce demand moves faster than your purchase plan.
  • QA results sit in sheets, apart from purchasing and stock.
  • Your 3PL’s stock report and your inventory rarely agree.
  • Customer POs arrive as PDFs and get keyed in by hand.
  • Product-level margin takes days to assemble.

[have a similar challenge?]

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