This model estimates the leakage in cash application and reconciliation, then turns automation gains into working capital, lower operating cost and margin.
1
Your company
$20M$250M
110
50050,000
30 days120 days
2
Financial impact, per year
Working capital unlocked
$156K – $200K
Liquidity released by faster allocation and lower financing needs.
Breakdown
Agents release $1.04M+ in idle cash, lowering the cost of capital and freeing cash to reinvest.
Interest cost avoided
Lower borrowing and interest expense from faster cash conversion.
$83K – $107K
Reinvestment yield
Yield captured on cash realized earlier.
$73K – $93K
Operating cost reduction, AR labor
$89K – $115K
Less manual reconciliation, exception handling and cash posting.
3
What this implies
At your scale, agents offset about 1 FTE of manual AR effort.
Faster allocation shortens cash realization by ~3 days, releasing $1.04M+ in liquidity.
Combined, that is roughly 0.2–0.3% potential EBITDA uplift from lower operating and financing costs.
All values are directional estimates from modeled operational data. Actual results vary with scale and process maturity.
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