Examples
What emerges when you look.
Three companies that knew their business. The reconstruction showed them a different one.
A specialty materials manufacturer was bleeding money. Leadership believed the problem was their legacy customers—older technology, pricing pressure. The high-tech accounts showed stronger margins. The path forward seemed clear.
They were about to double down in exactly the wrong direction.
Product costing had allocated overhead by revenue, not by actual resource consumption. Transaction-level reconstruction revealed complete portfolio inversion. The legacy customers—the ones everyone wanted to exit—were by far the most valuable. High volume. Low complexity. Predictable demand. The high-tech customers everyone was chasing? Value destroyers. Constant rework. Engineering changes. Long cycle times that nobody was measuring.
The customers receiving premium attention were bleeding the company dry. The customers being neglected were the profit engines.
The finding created an opportunity for a value-creating strategic pivot—not just another turnaround and restructuring story. New customer terms began within the quarter. Shorter contracts repriced in the second quarter. Longer-term agreements followed as renewals allowed.
From more than $180 million in operating losses to breakeven. Eighteen months.
A major freight transportation company operated a segment the entire industry had written off as structurally unprofitable. Empty equipment repositioning capped returns. Everyone knew it. Everyone priced accordingly—based on average repositioning costs. It had gone unquestioned for years.
The belief was wrong.
Customers had radically different impacts on network economics. Some loads left equipment where demand was strong—improving network economics. Others stranded equipment in locations that cost a fortune to reposition. By treating every customer as average, the company was systematically subsidizing the value destroyers with the value creators.
Nearly the entire deal portfolio was mispriced. Not slightly. Fundamentally.
Pricing rebuilt around actual marginal economics. More than $90 million in annual margin improvement. Began capturing within 90 days. Full run-rate in 16 months.
Competitors never figured out how this company made money in a segment they'd written off.
A European office products wholesaler had grown revenue over 17% annually. Exceptional service. Same-day delivery. The growth validated the strategy. Profitability would follow as scale increased.
It didn't.
Operations had done real work—warehouse layout redesigned for labor productivity, delivery routes optimized, fulfillment streamlined. None of it moved the needle. Profitability stayed flat while the improvement projects kept succeeding.
Transaction-level reconstruction revealed what no one had thought to ask: average order size had been declining for years. To sustain growth, sales had reached deeper and deeper into smaller customer segments—all receiving the same premium service designed for large-volume accounts. The cost-to-serve exceeded the margin on a significant share of transactions.
The diagnosis wasn't genius. Once you see it, the fix is obvious. A minimum order policy. Tiered service levels. The kind of thing that looks like table stakes in hindsight—which is exactly why no one had done it.
Material margin improvement. Thirty days.