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ML-assisted evidence: Explainable local unsupervised signals: robust amount baselines, vendor-history presence, and field completeness.
ML scorecard: local_unsupervised_signal_v1. ML-assisted signals do not change HOLD/REVIEW/CLEAR decisions; queues are assigned only from deterministic duplicate-payment rules.
| Queue | Score | Row | Vendor / Payee | Invoice | Amount | Date | Reason |
|---|---|---|---|---|---|---|---|
| HOLD | 95 | 5 | BluePeak Software | BP-998 | 399.00 | 2026-04-16 | exact_duplicate_invoice: Exact duplicate invoice in current run across rows 5, 6. | normalized_invoice_match: Normalized invoice match after removing punctuation/case across rows 5, 6. | current_run_duplicate_rows: Current run duplicate row signature appears on rows 5, 6. |
| HOLD | 95 | 6 | BluePeak Software LLC | BP-998 | 399.00 | 2026-04-16 | exact_duplicate_invoice: Exact duplicate invoice in current run across rows 5, 6. | normalized_invoice_match: Normalized invoice match after removing punctuation/case across rows 5, 6. | current_run_duplicate_rows: Current run duplicate row signature appears on rows 5, 6. |
| HOLD | 92 | 2 | Acme Office Supplies | INV-8841 | 1280.00 | 2026-04-24 | normalized_invoice_match: Normalized invoice match after removing punctuation/case across rows 2, 10. | current_run_duplicate_rows: Current run duplicate row signature appears on rows 2, 10. | historical_paid_comparison: Matches paid history row 2 by vendor, normalized invoice, and amount. | vendor_payee_alias_review: Vendor/payee aliases may refer to the same payee: acme office supplies / acme office supply. |
| HOLD | 92 | 9 | Harbor Telecom | HT-2026-04 | 640.00 | 2026-04-12 | historical_paid_comparison: Matches paid history row 4 by vendor, normalized invoice, and amount. |
| HOLD | 92 | 10 | ACME Office Supply Co. | INV8841 | 1280.00 | 2026-04-24 | normalized_invoice_match: Normalized invoice match after removing punctuation/case across rows 2, 10. | current_run_duplicate_rows: Current run duplicate row signature appears on rows 2, 10. | historical_paid_comparison: Matches paid history row 2 by vendor, normalized invoice, and amount. | vendor_payee_alias_review: Vendor/payee aliases may refer to the same payee: acme office supplies / acme office supply. |
| REVIEW | 72 | 7 | Prime Electrical Services | PE-7730 | 5210.00 | 2026-04-25 | historical_paid_comparison: Near paid-history match: same vendor and amount within 3 day(s), history row 5. |
| REVIEW | 68 | 12 | Metro Catering | MC-778 | 920.00 | 2026-04-19 | same_vendor_amount_date_window: Same vendor and amount within 0 day(s), but invoice numbers differ. |
| REVIEW | 68 | 13 | Metro Catering Services | MC778-R | 920.00 | 2026-04-19 | same_vendor_amount_date_window: Same vendor and amount within 0 day(s), but invoice numbers differ. |
| CLEAR | 0 | 3 | Northstar Logistics | NS-2207 | 2450.00 | 2026-04-18 | clear: No duplicate payment risk found by this scan. |
| CLEAR | 0 | 4 | Lakeside Cleaning | LC-510 | 875.00 | 2026-04-20 | clear: No duplicate payment risk found by this scan. |
| CLEAR | 0 | 8 | GreenField Packaging | GF-4210 | 1600.00 | 2026-04-27 | clear: No duplicate payment risk found by this scan. |
| CLEAR | 0 | 11 | Summit Office Chairs | SO-110 | 3100.00 | 2026-04-28 | clear: No duplicate payment risk found by this scan. |
| Source | Likely profile | Headers | Rows | Header list |
|---|---|---|---|---|
| current | payment_run_export | 9 | 12 | payment_batch_id, payment_id, vendor_name, invoice_number, invoice_date, amount, currency, payment_status, memo |
| paid_history | payment_run_export | 6 | 5 | payment_reference, payee, invoice_no, paid_date, amount, payment_status |
| vendor_aliases | generic_ap_export | 2 | 4 | alias, canonical_vendor |
These are explainable local unsupervised signals, not a fraud guarantee or audit opinion. They help prioritize review when the same CSV export has amount outliers, limited vendor history, or incomplete evidence fields.
| Row | Queue | Scorecard | Signal score | Vendor / Payee | Invoice | Amount | Global robust Z | Vendor robust Z | Completeness | Evidence |
|---|---|---|---|---|---|---|---|---|---|---|
| 7 | REVIEW | local_unsupervised_signal_v1 | 78 | Prime Electrical Services | PE-7730 | 5210.00 | 5.55 | 100 | Global robust amount anomaly: 5.6 median-absolute-deviation units from the local payment baseline. Limited vendor baseline: only 2 local amount row(s) for this payee, so rule evidence should be reviewed before release. | |
| 9 | HOLD | local_unsupervised_signal_v1 | 30 | Harbor Telecom | HT-2026-04 | 640.00 | 0.36 | 100 | Limited vendor baseline: only 2 local amount row(s) for this payee, so rule evidence should be reviewed before release. | |
| 12 | REVIEW | local_unsupervised_signal_v1 | 30 | Metro Catering | MC-778 | 920.00 | 0.00 | 100 | Limited vendor baseline: only 2 local amount row(s) for this payee, so rule evidence should be reviewed before release. Vendor/payee is not present in the paid-history baseline supplied to this local scan. | |
| 13 | REVIEW | local_unsupervised_signal_v1 | 30 | Metro Catering Services | MC778-R | 920.00 | 0.00 | 100 | Limited vendor baseline: only 2 local amount row(s) for this payee, so rule evidence should be reviewed before release. Vendor/payee is not present in the paid-history baseline supplied to this local scan. | |
| 3 | CLEAR | local_unsupervised_signal_v1 | 28 | Northstar Logistics | NS-2207 | 2450.00 | 1.98 | 100 | Vendor/payee is not present in the paid-history baseline supplied to this local scan. | |
| 4 | CLEAR | local_unsupervised_signal_v1 | 28 | Lakeside Cleaning | LC-510 | 875.00 | 0.06 | 100 | Vendor/payee is not present in the paid-history baseline supplied to this local scan. | |
| 8 | CLEAR | local_unsupervised_signal_v1 | 28 | GreenField Packaging | GF-4210 | 1600.00 | 0.88 | 100 | Vendor/payee is not present in the paid-history baseline supplied to this local scan. | |
| 11 | CLEAR | local_unsupervised_signal_v1 | 28 | Summit Office Chairs | SO-110 | 3100.00 | 2.82 | 100 | Vendor/payee is not present in the paid-history baseline supplied to this local scan. | |
| 2 | HOLD | local_unsupervised_signal_v1 | 0 | Acme Office Supplies | INV-8841 | 1280.00 | 0.47 | 100 | No local unsupervised amount, vendor-history, or completeness signal exceeded the review threshold. | |
| 5 | HOLD | local_unsupervised_signal_v1 | 0 | BluePeak Software | BP-998 | 399.00 | 0.67 | 100 | No local unsupervised amount, vendor-history, or completeness signal exceeded the review threshold. | |
| 6 | HOLD | local_unsupervised_signal_v1 | 0 | BluePeak Software LLC | BP-998 | 399.00 | 0.67 | 100 | No local unsupervised amount, vendor-history, or completeness signal exceeded the review threshold. | |
| 10 | HOLD | local_unsupervised_signal_v1 | 0 | ACME Office Supply Co. | INV8841 | 1280.00 | 0.47 | 100 | No local unsupervised amount, vendor-history, or completeness signal exceeded the review threshold. |
| Source | Field | Detected header | Confidence | Status |
|---|---|---|---|---|
| current | vendor | vendor_name | 100 | ready |
| current | invoice_number | invoice_number | 100 | ready |
| current | amount | amount | 100 | ready |
| current | date | invoice_date | 100 | ready |
| current | payment_id | payment_batch_id | 100 | ready |
| current | status | payment_status | 100 | ready |
| paid_history | vendor | payee | 100 | ready |
| paid_history | invoice_number | invoice_no | 100 | ready |
| paid_history | amount | amount | 100 | ready |
| paid_history | date | paid_date | 100 | ready |
| paid_history | payment_id | payment_reference | 100 | ready |
| paid_history | status | payment_status | 100 | ready |
| Rule | Status | Required evidence | Note |
|---|---|---|---|
| exact_duplicate_invoice | ready | vendor; invoice_number; amount | Needs current-run vendor, invoice, and amount fields. |
| normalized_invoice_match | ready | vendor; invoice_number; amount | Needs current-run vendor, invoice, and amount fields; punctuation is normalized locally. |
| current_run_duplicate_rows | ready | vendor; invoice_number; amount; date; payment_id | Best when the current payment run includes a batch or payment reference. |
| same_vendor_amount_date_window | ready | vendor; amount; date | Needs current-run vendor, amount, and date fields. |
| historical_paid_comparison | ready | current vendor; current invoice; current amount; history vendor; history invoice; history amount | Paid-history rows are available for comparison. |
| vendor_payee_alias_review | ready | vendor; amount; date; alias map | Vendor alias rows are available. |