---
id: how-to-align-data-across-systems-before-ai
title: "How to Align Data Across Systems Before AI"
category: guide
subtopic: data-context-planning
page_type: guide
source_url: "https://neosbyargonandco.com/data-is-your-supply-chains-fuel-and-ai-doesnt-run-on-fumes"
tags: ["data governance", "ERP", "master data", "planning"]
questions:
  - "How do I align data across my ERP and planning tools?"
  - "What is data governance in supply chain planning?"
  - "How do I get business context into my data?"
related: [ai-data-foundation, planning-stability]
---

You don't just need more data-you need the right data, in the right format, with business context applied. True AI readiness requires aligning your data structures across systems like ERP, MES, and planning tools.

Start with: defining common planning hierarchies and time horizons, then building governance to maintain quality over time-not just during implementation. A culture of data ownership (not just "IT's problem") makes the difference.

When AI systems learn from poor or incomplete inputs, their recommendations become harmful, not helpful. Before you can use AI to optimize decisions, you need to stabilize and standardize how decisions are made today. Argon & Co helps organizations establish this foundation so AI becomes a true accelerator for better, faster supply chain decisions. Let's talk about your readiness.