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Data governance

Master Data Change Review
Managed AI Workflows.

Prepare proposed changes to shared business records with the evidence and approvals needed to protect downstream work.

THE OPPORTUNITY

Start where the work
gets held up.

An address, unit or classification change can affect several systems when nobody has identified the authoritative record.

Help stewards review the reason, scope and dependencies of a change.

A WORKFLOW WORTH EXPLORING

Submitted master-data change-to-review packet

An authorized requester proposes a change to a governed record.

Summarize the requested difference and flag conflicting sources or dependent records that may need review.

WHERE JUDGMENT BELONGS

Make the review point explicit.

The data steward verifies evidence and designated owners approve the change.

Work within the real constraints.

Do not infer bank or payment-detail changes from an unverified message. Sensitive changes require their established identity checks.

Success needs
a useful measure.

Measure unauthorized requests caught, conflicting values, missed dependencies and review preparation time.

Before expanding the workflow, compare the result with the current process. Include review effort and exceptions in that comparison so the improvement reflects the team's actual experience.

Read the implementation guide ↗
CHOOSE THE RIGHT SUPPORT

Build it. Build with us.
Or have us manage it.

The workflow stays centered on your business. The engagement determines who learns, implements and operates it.

DIY

Your team owns the build.

Start with AI workflow training and the Factory Line source package. Workshop support is available when you need feedback.

Explore the $2,500 package ↗
DFY

We manage the foundation.

Include all the learning and guidance, with ownership of agreed operations and major implementation decisions.

Explore managed delivery ↗
START WITH YOUR WORK

Where is your team
doing too much by hand?

Bring a process, a bottleneck, or an idea. We'll help you decide what to automate, what to keep under human review, and where to begin.