Operations are marketing
you can't see.
Your ROAS number lies if fulfilment is broken. Slow delivery kills repeat purchase, out-of-stocks waste ad spend on products nobody can buy, and messy returns turn buyers into one-star reviews. Operations is where marketing promises are kept, or quietly broken.
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A37 treats operations as a growth pillar: we map the full order journey from click to doorstep to review, find where time and margin leak, and rebuild the process with automation doing the repetitive work.
Where growth-stage operations break first.
The failure points are remarkably consistent across D2C brands scaling past their first warehouse hire:
- Inventory: no cycle counts, so the website sells stock that doesn't exist, and marketing promotes products that are out of stock
- Dispatch: no SLA, so orders leave when someone gets to them, and WISMO tickets pile up
- Last-mile: one courier for everything, no NDR recovery, so 5–15% of COD orders silently die
- Returns: manual approvals and slow refunds, turning a service moment into a churn event
The operations metrics that move revenue.
Operations earns its seat at the growth table when it is measured in revenue terms, not warehouse terms. Four numbers do most of the explaining:
- Dispatch SLA hit rate: the share of orders shipped inside your promised window
- Delivered-on-time rate by courier and pincode, the number your reviews are made of
- NDR recovery rate: how many failed deliveries get rescued instead of returned
- Inventory accuracy: system stock versus shelf stock, anything under 98% is bleeding sales
Automation makes operations scale without headcount.
Most operational work is rule-based, which means most of it can be automated: low-stock alerts tied to marketing calendars, courier allocation by pincode performance, proactive WISMO updates on WhatsApp, exchange-first returns flows, and refund TAT tracking.
A37 builds these workflows on your existing stack, Shopify or WooCommerce, your WMS, your courier aggregator, so the fix compounds instead of adding another tool to babysit. Operations is also where our process optimization and AI automation services do their heaviest lifting.
Frequently asked questions.
- How do operations problems show up in marketing metrics?
- As mysteries: ROAS that looks fine while repeat rate falls (slow delivery), rising CAC on bestsellers (stock-outs breaking ad learning phases), and review scores drifting down (WISMO and returns friction). If marketing metrics are decaying with no change in the ads, audit operations first.
- What is WISMO and why does it matter?
- "Where is my order?", the single biggest support ticket category in eCommerce, often 40%+ of volume. Every WISMO ticket is a customer anxious enough to ask, at a cost per ticket to answer. Proactive tracking updates on WhatsApp and email typically cut WISMO 50–70% while lifting repeat purchase.
- How do I reduce COD returns and NDR losses in India?
- Three layers: confirm intent before dispatch (WhatsApp order confirmation for COD), allocate couriers by pincode-level delivery performance rather than rate cards alone, and run an NDR recovery workflow that reaches the buyer within hours of a failed attempt. Together these routinely halve RTO rates.
- Do I need new software to fix my operations?
- Usually not. Most brands already own the tools; what's missing is process design and the automation connecting them. We start by mapping the current workflow, fixing the process, then automating it on your existing stack, new software is the last resort, not the first.
How A37 runs this pillar for you.
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