Operations

20 posts in Operations.

Read-only to start · your LLM keys, no lock-in · SOC 2 Type II underway

Operations · 8 min read

Retail Returns: The Reverse-Logistics Cost Hiding in Your Margin

Returns run 8-10% in store and 20-30%+ online, and the refund is the smallest part. Restocking labor, shipping, inspection, and write-offs are the real cost, and most retailers never book it.

Operations · 8 min read

BOPIS Accuracy: Why Click-and-Collect Breaks at the Shelf

Buy-online-pickup-in-store breaks when store inventory accuracy is too low to trust. Pick-fails, cancels, and refunds drive away the customer who already drove over. How to fix the dependency.

Operations · 8 min read

Store Clustering: Why One National Assortment Loses in Every Store

A single national planogram is wrong everywhere because demand varies by store. Clustering on demand behavior, not region or volume, is the scalable path to localized assortment.

Operations · 12 min read

Supplier OTIF: The Scorecard That Pays for Itself in Chargebacks

OTIF is binary: on time and in full or it fails. Get the formula, the four settings that decide the score, benchmark bands, and the safety stock each one costs you.

Operations · 12 min read

Planogram Compliance: The Gap Between the Plan and the Shelf

Compliance runs 88 to 95% in week 1 and 55 to 72% by week 12. The four numbers to measure, the decay curve, and how to catch drift without sending a field rep.

Operations · 8 min read

Grocery Shelf Replenishment: The Labor Hours You Can't See

Replenishment is the largest in-store labor bucket in grocery, and most of it is invisible. How case-pack mismatch and stocking to planogram instead of velocity waste hours, and what to measure.

Operations · 8 min read

Self-Checkout in Grocery: The Labor Savings That Shows Up as Shrink

Self-checkout is sold as labor savings, but the real number is net of shrink. SCO shrink runs 2-4x staffed lanes. How to compute net efficiency per lane across your stores.

Operations · 8 min read

Fashion Floor Replenishment: Where Broken Size Curves Eat Your Labor

A broken size curve kills sell-through and floor labor at the same time. How backroom-to-floor replenishment and size-curve gaps drain hours, and what to track instead.

Operations · 8 min read

Ship-from-Store in Fashion: Fulfillment Efficiency at the Unit Level

Turning stores into mini distribution centers looks efficient and bleeds money per unit. Split shipments, cancel rates, and pick labor at peak. How to measure cost per unit picked.

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