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All workCASE 05 / 06
Operations analyticsAutomotive reconditioning

Reconditioning throughput measured by vehicle, not line item

A per-vehicle model reveals how inventory moves through inspection and detail, where time accumulates, and how work is distributed.

Reconditioning throughput dashboard with vehicle and time-to-lot measuresSynthetic data mockup
The overview separates vehicle flow from the line items behind it.

Shift 01

Vehicle-level truth

Duplicate lines no longer inflate the flow

Shift 02

Stage visibility

Inspection and detail time can be examined separately

Shift 03

Actionable workload

Teams can trace delays to stage, code, week, or role

01 / Challenge

The friction hiding inside the existing process.

Repair-order exports counted operation lines, not the actual flow of unique vehicles. Duplicate lines and multiple orders obscured inspection time, detail time, and the full path back to the lot.

02 / Response

A focused system, not another layer of admin.

A throughput dashboard groups records by vehicle, measures each stage from first open to last close, and exposes time-to-lot, operation mix, weekly flow, and workload by technician.

Inside the system

The workflow, made visible.

Supporting views show how raw inputs become a usable operating layer.

Synthetic-data reconditioning mockup with stage and specialist detail
Operation, weekly, and workload details support the next investigation.

Capture privacy

Vehicle identifiers, repair orders, operation codes, and staff names are replaced with generalized sample data and synthetic identities. Client branding and browser URLs are excluded, and the live internal dashboard is intentionally unlinked.