Start with a defined trigger
A data owner supplies authorized workbook versions and a reconciliation purpose.
Business data operations
Spreadsheet Reconciliation:
Spreadsheet Reconciliation:
the workflow in practice.
Approved workbook comparison-to-exception report
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 treat row position as identity or silently coerce values. Preserve formulas and original versions for review.
Assemble the right context
Collect the relevant sheets, field definitions, matching keys and approved tolerance rules.
Perform the bounded task
Suggest mappings and summarize differences, flagging ambiguous keys, formulas and aggregation mismatches.
Review before taking action
The owner verifies mapping and decides how to resolve exceptions before any source data changes.
Deliver and record the result
Save the accepted reconciliation and corrections with references to the original files.
Build an improvement loop
around real work.
Measure false matches, missed differences, formula misinterpretation 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.