Start with a defined trigger
A finance owner approves the current and comparison-period reports for review.
Finance & reporting
Financial Variance Analysis:
Financial Variance Analysis:
the workflow in practice.
Variance report-to-reviewed-narrative
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.
Keep currency, consolidation and period definitions explicit. Correlation or a changed total does not establish a cause.
Assemble the right context
Collect metric definitions, reporting boundaries, materiality thresholds and explanations supplied by responsible managers.
Perform the bounded task
Identify material movements and draft a narrative with source references, labeling hypotheses as questions.
Review before taking action
Finance checks arithmetic and comparability; business owners confirm causal explanations before publication.
Deliver and record the result
Save the approved narrative and unresolved actions alongside the underlying report version.
Build an improvement loop
around real work.
Measure unsupported causal claims, numeric corrections, preparation time and unresolved explanatory gaps.
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.