Variance analysis
Actuals vs plan, line by line, with the explanation already drafted – and every number traceable to source.
In 2—4 weeks we ship a working co-worker for one real business workflow – your data, your tools, human approval.
See the engagementYour data does not need to move to Riyalabs. We map the workflow, identify the minimum context, and choose the deployment model that fits your risk level.
Read the security briefCohort-style learning labs for marketing, finance, ops, and exec teams. Hands-on with real workflows, not slides.
See the curriculumA co-worker for the work finance does every week – without giving up control of the numbers.
Recurring deliverables where the shape is fixed and the numbers must be defensible. A co-worker handles the assembly; the analyst keeps the judgement.
Actuals vs plan, line by line, with the explanation already drafted – and every number traceable to source.
Rolled-up forecast view with the assumptions, drivers, and last-period deltas prepped for the FP&A meeting.
Every line item tied back to the underlying ledger entry, with the supporting evidence linked.
The repeatable checklist of reconciliations, accruals, and review tasks – assembled, flagged, ready for sign-off.
Connects to the source systems finance already runs on. Drafts the work. Nothing leaves the approval gate until a human approves.
For finance, the analysis runs deep, the dashboard tells the story, and the simulation tests the scenario.
Reads the ledger and BI extracts, runs the variance walk, drafts the explanation – with every number traced to source.
Stress-tests the forecast: drivers up 10%, demand softening, FX move. Prepares the "what if" your reviewer will ask about.
Refreshes the forecast and variance dashboards on the rhythm finance already follows – weekly, period-end, board cycle.
A real engagement pattern – what the team asked for, what the co-worker did, what got approved, and what landed before the leadership review.
A senior FP&A analyst was losing a full Tuesday each close to assembling the variance walk – pulling actuals from NetSuite, plan numbers from the model in Sheets, commentary from the BU leaders' Slack threads, and stitching the narrative.
Over the weekend, the co-worker pulled actuals, joined them to the plan, ran the variance at the line-item level, drafted the explanation against the BU commentary it could find, and flagged the four lines that breached the materiality threshold for review.
The analyst opened the draft at 8:15am, corrected the commentary on a one-time accrual the model had read as ongoing, approved it. Nothing left the approval gate until the analyst said yes.
An implementation-led engagement that took four weeks to map and ship – including the security review and the rollback plan. Tuesday is back. The workflow runs every close.
We'll map it with you, identify the minimum context, and ship a working version in 2—4 weeks – your ledger, your tools, your sign-off.