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Business data operations

Spreadsheet Reconciliation
Managed AI Workflows.

Prepare a traceable comparison between spreadsheets using agreed keys, formats and calculation rules.

THE OPPORTUNITY

Start where the work
gets held up.

Manual reconciliation is error-prone when worksheets use different naming, date formats or levels of detail.

Help reviewers focus on explained matches and meaningful differences.

A WORKFLOW WORTH EXPLORING

Approved workbook comparison-to-exception report

A data owner supplies authorized workbook versions and a reconciliation purpose.

Suggest mappings and summarize differences, flagging ambiguous keys, formulas and aggregation mismatches.

WHERE JUDGMENT BELONGS

Make the review point explicit.

The owner verifies mapping and decides how to resolve exceptions before any source data changes.

Work within the real constraints.

Do not treat row position as identity or silently coerce values. Preserve formulas and original versions for review.

Success needs
a useful measure.

Measure false matches, missed differences, formula misinterpretation 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.