Your CFO Says There’s No Cash for the Capex. Your Cash Conversion Cycle Is 94 Days. There’s $18 Million Sitting in Your Warehouse Pretending to Be Inventory.
Your operations team has been waiting 14 months for a $4 million capex approval that would unlock a 20% throughput gain at the primary constraint. Your CFO has been stalling. “No cash,” he says. “We need to see Q3 before we commit.” Meanwhile, your Cash Conversion Cycle is 94 days. The industry median is 62. DSO is 67 days in an industry that runs 48. DIO is 71 days in an industry that runs 42. DPO is 44 days in an industry that runs 58. The $18 million of working capital you need is not missing. It is trapped inside your own balance sheet, aging quietly in accounts receivable aging reports nobody has opened in four quarters and in a warehouse full of obsolete inventory nobody wants to write down.
Cash Conversion Cycle is calculated as Days Sales Outstanding plus Days Inventory Outstanding minus Days Payable Outstanding. In most mid-market companies, the CCC runs 30 to 50 percent longer than industry benchmarks, representing trapped working capital that is structurally available to the business but organizationally inaccessible without disciplined intervention across all three components simultaneously.
The Fusion: Finance Ratio Meets Operational Sprint
Cash Conversion Cycle is the ratio every CFO calculates quarterly, reports in the board deck, and then does nothing about. It gets discussed in the footnotes of a 10-Q. It sits in a dashboard cell painted yellow or red. It gets benchmarked against the prior year and pronounced “stable” even when it is 40% above industry median. The ratio is understood. The intervention is never executed, because intervention requires coordinated pressure across three separate organizational functions — collections, operations, and procurement — and none of those functions owns the CCC outcome.
Welded to the 3-A Method — Assess, Attack, Advance — the CCC stops being a lagging indicator and becomes a 90-day cash liberation project. The 3-A Method imposes sequence, ownership, and a time-boxed operating rhythm on a problem that would otherwise diffuse across departments and die in the diffusion. Each of the three components gets a named owner, a baseline measurement, a target, and a weekly review cadence for 12 consecutive weeks. That is the difference between a ratio and a result.
The comfortable delusion is that working capital is a slow-moving structural feature of the business, shaped by industry dynamics, customer segments, and supplier relationships that cannot be materially changed without damaging the franchise. That belief is true at the margins and false at the core. The first 20% of improvement in CCC is almost always available through disciplined execution of existing policies that have quietly decayed. The next 20% requires real intervention. Beyond that, structural trade-offs appear. Most companies never get past the first 20% because they never run the Assess phase rigorously enough to know what is policy decay versus structural feature.
The 90-Day Sprint That Freed $22 Million in Working Capital
Plastics manufacturing acquisition, roughly $80 million in revenue, 12-person executive team, newly acquired by the PE firm. The capex list on Day 1 had $6 million of high-return projects waiting for funding, all stalled because the incoming CFO had declared a working capital freeze until the business stabilized. The business had been “stabilizing” for 16 months under the prior ownership. Every quarter, the CCC got a yellow light on the dashboard, and every quarter, nothing happened.
I ran the 3-A diagnostic in Week 1. Assess phase, two weeks, one analyst, full access to the AR aging, the inventory report, and the AP ledger. The findings were almost embarrassing in their simplicity. DSO: 71 days against an industry median of 48. Root cause: 34% of outstanding receivables were past due by more than 60 days, and the collections function had been reduced to a part-time role 18 months earlier as a “cost savings” measure. Nobody was actively working the AR. Invoices went out. Payments arrived when customers felt like sending them.
DIO: 84 days against an industry median of 42. Root cause: 28% of the inventory was classified as “active” in the ERP system but had not moved in more than 270 days. The three-decimal anomaly sat in the inventory aging classifications — SKUs miscoded at the second decimal level of the classification taxonomy, which was what the inventory team used for reporting. At the third decimal level, the actual aging data was visible and showed $3.8 million of obsolete stock that nobody had written down because nobody had drilled past the summary report.
DPO: 39 days against an industry median of 58. Root cause: the prior finance team, trying to be “a good customer,” had negotiated shorter payment terms with key suppliers in exchange for small price concessions that had never been properly valued. The company was funding its suppliers’ working capital instead of the other way around.
Attack phase, six weeks. Three workstreams, three owners, one weekly review. DSO workstream: reinstate a full-time AR collections role, implement weekly past-due reviews on accounts over $25,000, adopt a 60-day hold policy that stops new shipments to customers with past-due balances. DIO workstream: write down the identified $3.8 million of obsolete stock in Q2, launch a clearance sale on the next tier of slow-movers ($2.4 million in inventory, sold at a 35% discount over 90 days), implement a cycle-count program that surfaces aging issues monthly rather than annually. DPO workstream: renegotiate payment terms with the top 30 suppliers, trading back the small price concessions in exchange for terms extension from 30-day and 45-day to 60-day across the board.
Advance phase, four weeks. Each workstream transitioned from project mode to standard-operating-rhythm mode. Weekly AR review became a monthly cadence after the past-due backlog cleared. Inventory aging review embedded into the monthly operating review. Supplier terms monitoring embedded into the procurement scorecard.
Net result over 90 days: CCC moved from 94 days to 67 days. Working capital liberated: $22.4 million. The $6 million capex backlog was funded entirely from internal cash within 18 weeks. The CFO who had been saying “no cash” for 16 months was replaced in Month 4, not because the cash wasn’t available, but because the function he ran had failed to find it for more than a year.
Working capital improvement in the first 20% of optimization potential is almost always available through disciplined execution of existing policies rather than structural redesign. The limiting factor is rarely the policies themselves but the absence of a named owner, a weekly cadence, and a bounded time window that forces action rather than analysis.
The Playbook
Move 1: The CCC Decomposition
Calculate DSO, DIO, and DPO for the last 12 quarters. Benchmark each against industry median, not industry average. Identify which of the three components is most out of line with benchmark. Most businesses will have one component that is dramatically off, rather than all three being uniformly stretched. The dominant component tells you where to put the first attack.
Then decompose the dominant component. For DSO, pull an AR aging and segment past-due balances by customer, reason code, and age bucket. For DIO, pull inventory aging at the lowest-level classification available and identify the tail of SKUs that have not moved in more than 180 days. For DPO, pull the top 30 suppliers by spend and compare their payment terms to industry standard for that supplier category. In each case, the data already exists. The work is looking at it.
Move 2: The 90-Day Sprint by Component
Structure the intervention as a 3-A Sprint with a hard 90-day horizon. Assess: two weeks, one analyst per component, full access to source data. Attack: six weeks, three named workstream owners, one weekly review, specific dollar targets. Advance: four weeks, transition from project mode to standing operating rhythm, with each workstream’s ongoing cadence embedded in an existing monthly review.
The hardest discipline in this sprint is the weekly review. It needs to happen at a fixed time, with the three workstream owners present, with numbers on the wall, with last week’s commitments being held to account. Most organizations start strong and drift within four weeks because the weekly review feels like overhead. That drift is how a 90-day sprint becomes a 14-month half-finished project.
Move 3: The Cash Released Scorecard
At the end of each week, the three workstreams report a single number: cash released relative to the baseline. Not activity metrics. Not process improvements. Dollars. For DSO: the total reduction in past-due AR balance since Week 1, converted to cash at realized collection rates. For DIO: the cash proceeds from clearance actions plus the estimated carrying-cost savings on normalized inventory levels. For DPO: the cumulative cash flow benefit from extended terms, calculated as spend times terms extension divided by 365.
The scorecard is public. The weekly review runs against the scorecard. The executive team sees the cumulative number every Monday. When the sprint ends, the total on the scorecard is the number that goes into the board report and into the CFO’s narrative for the quarter.
Move 4: The 90-Day Question
What is your Cash Conversion Cycle this quarter against your industry benchmark, and who in your organization owns the gap? If nobody owns it, the gap will not close. The CFO owns the ratio, but the CFO does not own the operations. The operations team owns inventory, but the operations team does not own receivables or payables. The gap exists because the ownership is diffused across three functions. Name a single owner for the 90-day sprint — ideally the CFO, with explicit authority across all three components — and the diffusion stops.
Monday Morning
Pull your CCC against industry median. If you are more than 15 days above benchmark, you have trapped working capital that could fund the capex backlog your CFO has been deferring. Launch a 3-A Sprint this quarter. Name an owner. Set a 90-day window. Measure weekly in dollars, not activity. Every month of delay is another month of interest expense on debt you could have retired with cash that was sitting in your own warehouse.
For the CCC decomposition template and the 90-day sprint playbook, visit toddhagopian.com/freetools. The full 3-A Method framework is in The Stagnation Assassin at toddhagopian.com/book. Operator conversations on working capital discipline, collections intensity, and supplier terms negotiation are at The Stagnation Assassin Show: toddhagopian.com/podcast.
Your capex backlog is waiting for cash your balance sheet already contains. The question is whether you will liberate it in the next 90 days or wait another year for your CFO to approve a debt issuance you did not need to do.

