Start with a defined trigger
A data owner selects an approved record set for review.
Revenue operations
CRM Data Quality Review:
CRM Data Quality Review:
the workflow in practice.
CRM records-to-cleanup proposals
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.
Confirm field ownership and downstream automation effects. Avoid overwriting a recent authoritative update with older evidence.
Assemble the right context
Collect permitted record fields, identity rules, source provenance and the organization's merge or correction policy.
Perform the bounded task
Identify possible duplicates and inconsistencies with supporting evidence, keeping uncertain matches separate.
Review before taking action
A data steward confirms identity and authorizes corrections or merges. Customer history must not be discarded based on similarity alone.
Deliver and record the result
Apply approved changes through the CRM's normal controls and retain a record of the decision.
Build an improvement loop
around real work.
Measure false duplicate matches, corrected fields, review time and downstream issues avoided.
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.