Start with a defined trigger
A coordinator submits an incoming request to an approved intake queue.
Operational databases
Airtable:
Airtable:
the workflow in practice.
Unstructured request-to-record preparation
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 base permissions, existing automations and identifier conventions. A record update may trigger other work, so assess those consequences first.
Assemble the right context
Load the request, field definitions, allowed values, linked-record conventions and ownership rules for the target base.
Perform the bounded task
Extract proposed field values, identify likely linked records and list missing details rather than inventing required information.
Review before taking action
The coordinator validates identity matches, required fields and any downstream action before approving creation or update.
Deliver and record the result
Write only approved values and retain the source request, reviewer and duplicate-handling outcome.
Build an improvement loop
around real work.
Track field corrections, duplicate creation, broken links and downstream exceptions caused by incomplete intake.
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.