Introduction: When Bad Data Disrupts Good Business

A single missing attribute in a material master record can delay an entire supply chain.
A wrong vendor payment term can trigger financial penalties.
A duplicate customer record can lead to inaccurate billing or compliance breaches.

These are not system errors — they’re data trust failures.

In most organizations, the focus is on creating master data — not remediating it. Yet as processes evolve, mergers happen, and systems scale, non-compliance in master data grows quietly in the background.

By the time it’s detected, the damage is already done: higher costs, slower cycles, and audit risks.

That’s where Ennuviz’s Non-Compliance Remediation (NCR) solution changes the game — helping enterprises not just identify non-compliance, but act on it intelligently and continuously.

1️⃣ The Hidden Cost of Non-Compliance in MDM

Non-compliance in master data refers to any record that violates established business rules, data governance standards, or SLAs.

This could include:

• Incomplete or inaccurate attributes
• Duplicate or inconsistent entries
• Records missing key approval or classification data
• Outdated supplier, customer, or material data

Such issues don’t just clutter your database — they drain efficiency and value across your operations.

According to Gartner, poor data quality costs organizations an average of $12.9 million annually in rework, inefficiency, and lost opportunities.

In industries like Manufacturing, CPG, and Chemicals, where master data fuels production, logistics, and compliance, the impact multiplies.

2️⃣ Why Traditional Data Governance Falls Short

Data governance frameworks and MDM platforms focus on establishing rules — but often lack the operational mechanisms to detect and remediate non-compliant data at scale.

• They define standards but can’t ensure Continuous Enforcement.
• They highlight issues but doesn’t prescribe actionable fixes.
• They rely on manual intervention that’s slow and error-prone.

What organizations need is not just governance — but governance in motion.
That’s the essence of Non-Compliance Remediation — a closed-loop system that monitors, analyzes, and resolves data quality issues dynamically.

3️⃣ What Is Non-Compliance Remediation?

Non-Compliance Remediation (NCR) is Ennuviz’s data-intelligence accelerator that continuously identifies, analyzes, and corrects master data deviations before they affect business outcomes.

Built with process observability principles, NCR transforms static master data governance into a living, self-healing ecosystem.

Core capabilities include:

1. Real-Time Compliance Monitoring

Track SLA breaches, data rejections, and record variations across business units, plants, or regions.

2. Intelligent Rejection & Variation Analysis

Pinpoint the “why” behind non-compliance — system errors, human inputs, or upstream process gaps.

3. Benchmarking & Performance Tracking

Compare compliance performance across material groups, vendors, and departments to identify systemic weaknesses.

4. Actionable Remediation Dashboard

Visualize cases nearing SLA breaches and assign them directly to responsible teams for correction — before they trigger impact.

5. Governance Integration

Automate validation and escalation workflows through SAP Signavio, IBM Process Mining, and UiPath integrations to ensure continuous enforcement.

4️⃣ The Business Value: From Data Quality to Business Confidence

Implementing Non-Compliance Remediation doesn’t just clean data — it transforms enterprise operations.

For CXOs, this translates to trustworthy data, predictable operations, and measurable ROI.

5️⃣ Ennuviz Perspective: Turning Data Remediation into a Competitive Advantage

At Ennuviz, we approach data remediation not as a project — but as a capability.

Our Non-Compliance Remediation Engine sits within your MDM ecosystem, powered by Process Intelligence, Observability, and AI-driven analytics.

Our approach includes:

We’ve helped global clients in CPG, Manufacturing, and Life Sciences achieve:

• 90% reduction in data creation backlogs
• 3× improvement in governance adherence
• Full visibility into non-compliance trends by business unit

Because at Ennuviz, we believe clean data isn’t the goal — governed data in motion is.

6️⃣ The Road Ahead: Towards Autonomous Data Governance

The future of master data management is self-healing.

By integrating Non-Compliance Remediation with Process Intelligence and Agentic AI, Ennuviz is pioneering the evolution toward Autonomous Data Governance — where data identifies and corrects its own anomalies.

Imagine:

• AI detecting duplicate vendor records before creation
• Automated workflows resolving incomplete material data
• Real-time dashboards showing data health scores enterprise-wide

That’s the next frontier — a Digital Twin of Data Quality where governance, remediation, and automation operate as one.

Conclusion: Trust Is Built on Compliant Data

Data is the foundation of digital transformation — but without compliance, it’s just noise.

Non-Compliance Remediation transforms master data from a liability into a strategic asset, ensuring every process that depends on it runs reliably, accurately, and efficiently.

“Transformation doesn’t start with data creation; it starts with data correction.”
— Murali Krishnan, Founder & CEO, Ennuviz

👉Schedule your Master Data Health Assessment with Ennuviz