Every day a receivable ages past 60 days, the probability of recovery drops. The drop-off is not linear. It is a cliff.

Here is what the curve actually looks like, and why understanding it is the difference between recoverable AR and a write-off.

The Probability Curve

Industry recovery probability data on commercial AR breaks down roughly like this:

  • Under 30 days: 95 to 98 percent probability of full recovery
  • 30 to 60 days: 85 to 92 percent probability
  • 60 to 90 days: 65 to 75 percent probability
  • 90 to 120 days: 45 to 55 percent probability
  • 120 to 180 days: 25 to 35 percent probability
  • 180+ days: 10 to 18 percent probability

Notice the slope between 60 days and 90 days. Recovery probability falls roughly 20 percentage points in that window. That is the cliff. Once you cross 60 days, every additional 30 days of aging costs you another 15 to 25 percentage points of probability.

Why the Cliff Exists

Three things happen as AR ages past 60 days:

1. The Customer Forgets

Memory of the work performed fades. The contractor who did the job is no longer top of mind. The invoice gets buried under newer obligations. By 90 days, the customer often does not remember the specifics well enough to validate or dispute the charge without significant back-and-forth.

2. The Customer's Cash Position Changes

The longer an invoice ages, the more likely it is that the customer's financial situation has shifted. New obligations have come in. Cash that could have paid your invoice has been allocated elsewhere. Your invoice is no longer competing with newer expenses; it is competing with whatever crisis the customer is currently managing.

3. The Relationship Cools

If you have not had warm contact with the customer in 60 days, the relationship has gone cold. Reactivating a cold relationship to ask for money is harder than maintaining a warm one. The customer no longer feels obligated by the warmth of the working relationship; they feel pressured by the impersonal nature of an old debt.

"Recovery probability is a function of relationship temperature. Cold relationships do not pay cold invoices."

The Implication

The implication is brutal but actionable: the work to recover an invoice at 90 days is roughly twice the work required at 60 days, and the probability is significantly lower. The work required at 180 days is roughly four times the work, and the probability is in single-digit territory unless the customer has a clear reason to pay (active relationship, pending warranty work, lien rights).

This is why timing matters more than effort in AR recovery. Two contractors with the same aging report will have wildly different recovery outcomes based on when they engage the recovery process, not how hard they push at the end.

The Right Move

The right move is to start active recovery at 45 to 60 days, not at 90 or 120. Most contractors wait until the invoice is "really overdue" before they take action. By then, the cliff has already happened.

Three operational principles:

  1. Set 45 days as your trigger. Not 60, not 90. 45 days is the point at which you should be actively engaging the customer about payment status.
  2. Treat the 60-day mark as critical. Anything that crosses 60 days needs senior attention, not just an automated reminder. The conversation needs to be human.
  3. Do not let anything sit past 90 days without a plan. By 90 days, you either have a documented payment plan, a documented dispute, or you are escalating the recovery process. Passive aging at 90+ is how write-offs are made.

The Compounding Math

Here is the cost of waiting, in real numbers.

You have a $50,000 invoice that is currently 60 days old.

  • If you work it now: ~70 percent probability of recovery = $35,000 expected value
  • If you wait 30 days: ~50 percent probability of recovery = $25,000 expected value
  • If you wait 60 days: ~30 percent probability of recovery = $15,000 expected value
  • If you wait 120 days: ~14 percent probability of recovery = $7,000 expected value

Every 30 days of inaction costs roughly $10,000 of expected recovery on a single $50,000 invoice. Multiply that across an aging report and the cost of delay becomes very clear.

What This Means for Your Business

If your AR has invoices sitting at 90, 120, 180+ days, you are leaving real money on the table every additional day they sit. The first move is not to write them off. The first move is to engage them, properly, with the right process. The probability is lower than it was at 60 days, but it is not zero. The dollars are still there to be recovered.

The second move is to never let new invoices reach the cliff again.

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