Start with a defined trigger
An authorized requester proposes a change to a governed record.
Data governance
Master Data Change Review:
Master Data Change Review:
the workflow in practice.
Submitted master-data change-to-review packet
FROM INPUT TO HANDOFFA clear job
Explore the architecture behind the pattern ↗
A clear job
for every step.
This is a proposed workflow pattern. We confirm data access, permissions, integration options and review ownership with your team before implementation.
Do not infer bank or payment-detail changes from an unverified message. Sensitive changes require their established identity checks.
Assemble the right context
Collect the current authoritative record, supporting evidence, field ownership and known downstream mappings.
Perform the bounded task
Summarize the requested difference and flag conflicting sources or dependent records that may need review.
Review before taking action
The data steward verifies evidence and designated owners approve the change.
Deliver and record the result
Apply accepted updates through supported processes and retain the decision and reconciliation evidence.
Build an improvement loop
around real work.
Measure unauthorized requests caught, conflicting values, missed dependencies and review preparation time.
Keep the input, relevant context, review decision and final result connected. When a reviewer corrects something, use that evidence to improve the instructions or integration, then validate the change against representative cases.
CHOOSE THE RIGHT SUPPORTBuild it. Build with us.
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.
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 ↗Work through it together.
Get everything in DIY, three months of workshops, weekly team sessions and direct implementation coaching.
Explore guided implementation ↗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 WORKWhere is your team
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.