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Finance & reporting

Financial Variance Analysis
Managed AI Workflows.

Prepare source-linked variance narratives that distinguish verified causes from questions requiring investigation.

THE OPPORTUNITY

Start where the work
gets held up.

AI can describe a numerical movement fluently without knowing why it happened. That creates false confidence in management reporting.

Give finance a draft that preserves the evidence and makes unresolved explanations visible.

A WORKFLOW WORTH EXPLORING

Variance report-to-reviewed-narrative

A finance owner approves the current and comparison-period reports for review.

Identify material movements and draft a narrative with source references, labeling hypotheses as questions.

WHERE JUDGMENT BELONGS

Make the review point explicit.

Finance checks arithmetic and comparability; business owners confirm causal explanations before publication.

Work within the real constraints.

Keep currency, consolidation and period definitions explicit. Correlation or a changed total does not establish a cause.

Success needs
a useful measure.

Measure unsupported causal claims, numeric corrections, preparation time and unresolved explanatory gaps.

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.