Comparison

Data-quality firewall vs MDM

Master Data Management defines golden records, domains, and stewardship models. Refinery executes governed repair campaigns on operational paths with policy, verification, and receipts.

What MDM does well

• Enterprise-wide master data definitions
• Stewardship workflows and domain ownership
• Long-horizon golden record strategy

Where Refinery fits

• Operational repair on one high-risk path in weeks — not a multi-year MDM rollout
• Verified writeback with readback confirmation
• AI Context Guard for records entering copilots and agents

When to choose each

MDM for enterprise master data strategy. Refinery for governed operational repair where bad records hurt CRM, ERP, or AI today.

Related pages

• Data-quality firewall definition
• Product overview
• Baseline

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