From Baseline to Proof: Measuring the Cash a Change Actually Frees
Any change to how you collect, a new process, a new hire, a new tool, is only as convincing as what you can measure. Most teams cannot say with confidence what a change did, because they never froze a starting point. Without a baseline, an improvement is a feeling, and a feeling does not hold up to a CFO or a lender.
Freeze the baseline first
Before you change anything, capture where you stand: DSO, the aging distribution, the cash tied up in receivables, and the time your team spends chasing. That frozen snapshot is what every later number is measured against. The discipline is simple, capture it before, not after, and it is the single thing that turns "we think it is better" into a number.
Then measure the delta honestly
Real proof separates a one-time cash unlock from recurring savings, keeps assumptions conservative, and attributes only what the change actually drove. Done right, you can point to the DSO drop, the cash accelerated, and the hours returned, all against the frozen baseline. That is the difference between a story and evidence, and evidence is what justifies the next decision.
Brae freezes your AR baseline at the start and measures the improvement against it, so the cash impact is a number, not a guess, on QuickBooks Online with Viewpoint Vista in development. A person approves every send.
Frequently asked questions
- How do you measure the cash impact of an AR change?
- Freeze a baseline first — DSO, aging buckets, AR balance, and collection hours — then measure the delta on the same definitions each period. Translate the DSO change to cash using: (Baseline DSO − Current DSO) × (Annual revenue ÷ 365).
- What should be in an AR baseline?
- At minimum: current DSO, aging distribution by bucket (0–30, 31–60, 61–90, 90+), total AR balance, and an honest estimate of hours per week spent on collections. Capture it before any change so later comparisons are apples-to-apples.
- How long should you wait before measuring an AR improvement?
- At least one full billing cycle, and ideally two, so the change has time to work through both new invoices and the aged tail. Weekly snapshots are useful for trend, but claims of “improvement” should be based on cycle-over-cycle numbers.
- Why do AR improvements often look smaller than expected?
- Because most teams compare against a remembered “before” rather than a captured one, and because seasonality, project mix, and one large invoice can swing DSO in either direction. A frozen baseline and a conservative definition of “freed cash” prevent overclaiming.
More on DSO & the Cash Cycle
DSO for Contractors: What's Normal, What's Good, How to Move It
What's a healthy DSO for a construction or oilfield contractor, and what actually moves it? A plain-language guide for finance teams.
What Slow AR Really Costs a Construction Business
Slow receivables tie up cash, financing cost, and staff time. Here's how to size what late-paying invoices actually cost a construction or oilfield business.
Oilfield-Services AR: Slow Pay, Big Tickets, Thin Teams
Oilfield-services receivables combine large invoices, field-ticket disputes, and slow-paying operators against thin back-office teams. Here's how to keep cash moving.
- Step 1
See the cash opportunity in your own numbers.
Estimate the working capital tied up in your receivables. These are founding-partner targets we design around — not guarantees.
- Step 2
Ready to work with us?
Building this with industry operators. Brae is partnering with a small group of industrial finance leaders to shape an AI agent for accounts receivable.