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by Metrotechs · Dallas · Est. 2012
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Data Readiness

Five Truths of Manufacturing Commerce

The five operational truths that must stay synchronized before dealer portals, ERP automation, analytics, or AI can be trusted.

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Overview

What this framework controls.

Most digital failures trace back to conflicting data. The Five Truths model identifies where product, price, inventory, fulfillment, and money diverge across systems.

01

Product truth

Descriptions, specifications, compliance data, media, and variants use one governed source.

02

Price truth

Contracts, tiers, approvals, promotions, and margin rules agree across channels.

03

Inventory truth

Available-to-promise, allocations, lead times, substitutions, and backorders are consistent.

04

Fulfillment truth

Warehouse, carrier, service, return, and delivery status data is visible where work happens.

05

Money truth

Tax, freight, terms, credit, invoice, and payment data reconcile cleanly.

Outputs

What the assessment produces.

A clean view of which systems own which data

A remediation plan for conflicting records and brittle syncs

Readiness signals for portal, ERP, analytics, and AI work

Lower rework from pricing, inventory, fulfillment, and finance exceptions

Related Methodology
Order-to-Door FrameworkSeven Pillars of Digital TransformationM2B Commerce Model