See all articlesPublished Oct 13, 2026 · desic

Payment Review / Workflow example

Prepare the Payment Review Note Before Making the Decision

Bring payment signals into a review note. Compare the rule’s workload and missed fraud.

40 seconds · Sample data · No speechRead the video steps

Luca’s payment is larger than his typical payment. The record also shows a new device and several recent payments. This example prepares a review note with four signals before a person records the decision.

What Does the Review Note Explain?

Select Prepare the review note. The first result uses the payment amount, configured signals, score, and review threshold. Examine the payment and account activity beside the editable note.

The score combines displayed rules. It is not a fraud probability. Each signal contributes to the review request, but those signals do not prove fraud.

Record an investigation or release decision after examining the note. The receipt keeps the decision and review note together. No payment is blocked or transferred.

Open the optional threshold comparison. Test thresholds 40 and 65 against the same 16 sample payments. Threshold 65 sends six payments to review instead of nine. It flags no legitimate payments instead of two, but misses one additional known fraud case.

Fourteen outcomes are known; two are unknown. Unknown outcomes count toward workload only. The comparison keeps the reduction in review work beside the missed fraud. Both results matter when a person chooses a rule.

What Potential ROI Could This Produce?

At 60% adoption, this example releases 18 hours per month. Assisted time includes human review.

Labor proxy: other financial clerks. BLS May 2025 wages are $30.70/hour in Phoenix and $27.14/hour nationally.

The cost factor is 1.43, from US private-industry compensation, June 2026. This national factor is a Phoenix assumption.

InputSample assumption
Monthly tasks600
Minutes, manual → assisted10 → 7
Build budget$5,000
Monthly operations$220
Potential valuePhoenixUS
Hourly wages + benefits$43.90$38.81
Monthly capacity value$790$699
Monthly net capacity value$570$479
First-year capacity ROI24%10%
Payback, months8.810.4

First-year cost: $7,640. ROI divides annual capacity value, less first-year cost, by first-year cost. Payback divides build cost by monthly net capacity value. Slower adoption delays payback.

Released capacity is not automatic cash savings. Workload and time reductions are illustrative, not BLS findings. Internal support is assumed; desic Maintenance costs extra. The budget and operating allowance are illustrative, not a desic quote. Measure costs before deciding.

What Needs Human Review?

The reviewer examines the facts and records the decision. A real build needs verified outcome labels, permitted payment context, and an accountable rule owner. Test proposed rules on historical data before enforcement.

Measure decision time, legitimate payments sent to review, and confirmed fraud missed. Measure actual loss separately. This estimate covers reviewer capacity only and assigns no value to prevented fraud.

The production guide explains approval boundaries and exception ownership.