# SkillOS Autonomous Enterprise Ops Market Proof

**Status:** `PASSED_AUTONOMOUS_ENTERPRISE_OPS_MARKET_PROOF`

## Workflow

Procurement invoice reconciliation and payment-risk triage.

## Why this is impressive

This is not an email example. It is an objective enterprise operations workflow with clear ground truth:

- approve clean invoices
- preserve early-payment discounts
- hold exceptions
- escalate critical payment risks
- block false approvals

## Boundary

This is a 100% autonomous market-readiness / market-relevance proof. It uses deterministic synthetic/redacted-style data and does not claim audited customer ROI or live customer adoption.

## Results on holdout cases

| Metric | Baseline | SkillOS |
|---|---:|---:|
| Decision accuracy | 25.0% | 100.0% |
| Critical-risk recall | 19.5% | 100.0% |
| False approval rate | 66.1% | 0.0% |
| Minutes per case | 9.5 | 2.2 |
| Cost per case | $11.88 | $2.75 |
| Synthetic dollars at risk left unblocked | $5,977,753.86 | $0 |

## Improvements

- Accuracy gain: +75.0 pts
- Critical-risk recall gain: +80.5 pts
- False approval reduction: 100.0%
- Review-time reduction: 76.8%
- Cost reduction: 76.9%
- Synthetic risk reduction under benchmark assumptions: $5,977,753.86

## Learned SkillOS rules

- Require a three-way match: purchase order, invoice, and receipt.
- Block duplicate invoice IDs for the same vendor or repeated invoice patterns.
- Escalate vendor identity mismatch or bank-account changes.
- Hold invoices with amount, tax, currency, terms, or delivery mismatches.
- Escalate missing receipts before payment approval.
- Approve clean invoices and preserve early-payment discount opportunities.
- Never approve a payable when a critical risk signal is present.

## Proof gates

- ✅ no human review required
- ✅ not an email workflow
- ✅ no emails sent
- ✅ no customers contacted
- ✅ no private data used
- ✅ no api keys required
- ✅ deterministic reproducible benchmark
- ✅ enterprise ops workflow
- ✅ train cases at least 100
- ✅ holdout cases at least 300
- ✅ learned rules created
- ✅ decision accuracy gain at least 25 points
- ✅ critical risk recall at least 99 percent
- ✅ false approval rate zero
- ✅ review time reduction at least 70 percent
- ✅ cost reduction at least 70 percent
- ✅ synthetic dollars at risk reduced positive
