TCS Innovations Logo
Back to Case Studies
Margin Recovery Analysis

The Myth of "Simple" Packing

Many brands assume a limited SKU count means their WMS logic is "good enough." This audit proves exactly how much money that assumption costs you.

Client: US 3PL (FMCG)
Scale: ~2M Orders / Year
Shipments: Domestic US
14%
Orders Downsized
Immediate drop in box sizes and DIM weight costs.
6%
WMS Errors Caught
Impossible pack instructions flagged and prevented.
14¢
Avg. Savings / Order
Blended material & DIM savings across the total dataset.

The Cost of "Good Enough"

When a fulfillment operation handles a limited catalog—for example, an FMCG brand with 5 standard box sizes and just 6 unique item shapes across 23 SKUs—the standard industry assumption is that basic WMS volume logic is perfectly adequate. Because the shapes aren't overly complex, executives often believe that "simple" packing doesn't require advanced optimization.

We conducted a precise data audit with real, unmanipulated historical WMS data from a live US 3PL. By taking a sample of 100 recent domestic orders and routing them through the TCS-i computational engine, we set out to prove that relying on standard WMS fluid-volume calculations actively bleeds profit margins—even in the simplest operational environments.

Our Calculation Engine: How We Find the Money

We don't rely on guesswork. Our audit process compares your historical WMS output against our 3D execution science to calculate the exact dollar-value delta. Here is how the engine processed the 3PL's data:

  1. Data Ingestion: We imported a raw export of 100 historical orders, reading the exact item dimensions and the specific WMS packaging decisions made on the floor.
  2. Box & Constraint Extraction: Instead of creating artificial scenarios, we extracted the exact 5 box sizes the 3PL was actively using. We then applied basic physical constraints to their SKUs—such as ensuring flat inserts could not be folded or bent, and cylindrical items were treated as true cylinders.
  3. 3D Execution Science: Our algorithm doesn't guess or brute-force permutations. It uses deterministic mathematical optimization to calculate the most volumetrically efficient nesting configuration within the physical boundaries of those 5 specific boxes.
  4. Financial Delta Calculation: We matched our mathematically optimized box selections against what the WMS originally told the packer to use, then quantified the difference in both corrugated material spend and billable Dimensional (DIM) weight.

The Results: The Math Behind the Savings

The financial results of upgrading to execution science were highly definitive. By mathematically nesting cylindrical items alongside flat inserts in 3D space, 14% of the orders were successfully downsized into smaller packaging than the WMS originally mandated.

Across just this 100-order sample, downsizing those 14 boxes removed exactly 1,320 cubic inches of wasted void space from the shipments. Using a standard domestic DIM divisor of 166, this equated to nearly 8 lbs of billable dimensional weight eliminated. Factoring in an average shipping rate of $1.75 per pound plus the fractional savings in corrugated material, the audit verified $14 in pure margin recovery across the 100 orders.

Scalable Unit Economics

Saving $14 per 100 orders averages out to exactly 14¢ in reclaimed margin per total order shipped. For this US 3PL processing roughly 2,000,000 domestic orders annually, that translates to $280,000 in reclaimed annual margin—capital added directly back to the bottom line without modifying a single physical conveyor belt.

Eliminating the "Hidden Labor Tax"

Beyond the shipping and material costs, standard WMS logic incurs a massive labor penalty by generating physically impossible packing instructions.

In the audit, we found that 6% of the WMS suggestions were structurally infeasible. For instance, the legacy system suggested placing a 7x4x1-inch item into a 6x4x4-inch box, strictly because the math showed the total volume "fit." On a live warehouse floor, every infeasible suggestion stops the line, forcing a packer to override the WMS, guess a different box, and reprint the label. Our engine erased these errors completely, generating 100% trusted, mathematically verified suggestions.

Find Your Hidden
Profit Margin.

Don't take our word for it. Send us an export of your historical WMS orders. We will run the exact same data audit on your profile and return a precise financial report detailing exactly how much money we can save you.

Request a Free Data Audit

Telemetry & Preferences

We use essential cookies to secure your session and analytics to optimize performance. Read our Privacy Policy.

Analytics Tracking
Personalized Content
Targeted Ads