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Validation Results

Review risk assessment and recommendations

Order Summary

Customer

King Fahd Medical City

Customer SKU

KFMC-VENT-2024-PRO

Description

Professional Ventilation System - Advanced Care Unit

Quantity

5 units

Delivery Date

Mar 15, 2026

Complexity Flags

Contains complex product structure

Core + Accessories

Validation Run ID

VALID-2026-0157

Completed: Jan 30, 2026 - 15:42:26

Risk Assessment

78

/ 100

HIGH RISK

This order exhibits significant configuration ambiguity. Historical data shows previous mismatch incidents for this SKU.

Historically misorderedOne-to-many mapping riskAccessory ambiguity

Suggested Internal Mapping

Confidence: 62%

Core Product

NUPCO-VENT-2024-PROF

Professional Ventilation System - Base Unit

SAR 145,000

Accessories (3)

VENT-ACC-TUBE-01

High-Flow Breathing Circuit Set

SAR 2,400

VENT-ACC-SENSOR-02

Oxygen Sensor Module (Advanced)

SAR 3,800

VENT-ACC-FILTER-04

HEPA Filter Kit (6-pack)

SAR 1,200

Total Estimated Value (per unit):SAR 152,400

Low Confidence - Human Verification Required

The suggested mapping requires human review due to conflicting historical data and low pattern confidence. A verification case should be created.

Powered by Dataiku workflow • Scoring model version: 2.4.1 • Last trained: Jan 15, 2026

Customer Context

Ordering Pattern (Last 12 Orders)

Dec 2025

Confirmed

KFMC-VENT-2024-STD

Standard Bundle

Nov 2025

Mismatch occurred

KFMC-VENT-2024-PRO

Professional Bundle

Oct 2025

Confirmed

KFMC-VENT-2024-PRO

Professional Bundle

Sep 2025

Confirmed

KFMC-VENT-2024-BASIC

Basic Bundle

Common Accessory Bundles

High-Flow Breathing Circuit (ordered 8 times)
Oxygen Sensor Module (ordered 6 times)
HEPA Filter Kit (ordered 10 times)

Last Mismatch Incident

Nov 2025

Accessory bundle was incomplete. Customer requested additional sensors after delivery.

Insights

  • This customer frequently orders Professional bundles
  • Previous mismatch suggests clarification needed
  • Standard accessories usually match suggested bundle

Decision Actions

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