Finance workflow implementation

Variance Analysis and Management Reporting

Spend the review meeting on what changed and what to do next.

Connect reported results to their source records, investigate material movements and prepare commentary your finance team can check and approve.

Who this is for

A finance owner with a defined problem

For controllers and FP&A leaders whose monthly reporting depends on manual investigation, inconsistent explanations or disconnected versions of budget and forecast.

How it works

An explanation needs an evidence path.

Example / Operating expenses are $120k over budget

RECONCILE$120k reported variance

Confirm the accounts, period and comparison version.

INVESTIGATETrace the underlying entries

Link ledger detail to contracts, staffing notes and other evidence.

ASSESSSeparate fact from inference

A movement can be measured before its cause is known.

SUPPORTED / $80k

Documented temporary staffing

Draft the explanation with linked entries and approved staffing context.

UNRESOLVED / $40k

Vendor increase needs context

Assign a question to the owner. Do not claim a cause without evidence.

Finance reviews both parts

Approve supported commentary. Investigate, revise or explicitly carry the unresolved item.

Illustrative investigation: an expense overrun is fully reconciled, but only part has an established cause. The unexplained portion stays open rather than becoming invented commentary.

What we deliver

  • A defined actual-versus-budget or forecast analysis with approved mappings and materiality rules.
  • A workflow that retrieves supporting records and investigates material changes.
  • Draft commentary with source references, unresolved questions and reviewer decisions.
  • An approved reporting pack, evaluation cases and a runbook for the next cycle.

What we need from your team

  • Trial balance or ledger detail and the approved budget or forecast version.
  • Account, entity and operational mappings, plus context that explains business changes.
  • A finance reviewer, reporting calendar and rules for materiality and escalation.

Controls built into the workflow

  • Calculations and variance bridges must reconcile before commentary is finalized.
  • The workflow flags unsupported explanations and missing context for review.
  • A person approves final commentary; investigation and revisions retain an evidence trail.

How we measure the result

  • Time to prepare and review the reporting pack.
  • Reviewer corrections, unsupported claims and unresolved exceptions.
  • Reconciliation completeness and reliable completion over agreed reporting cycles.

Inside the deliverable

What your team reviews

A sample commentary record contains the account or business driver, actual and comparison amounts, calculated variance, supporting entries, proposed explanation and reviewer disposition. An unexplained balance stays visible.

Approach

Two ways to structure a reviewable analysis

The hospital demonstration follows one agent from trial balance to ledger investigation and human review. The Meridian demonstration adds query-level traceability and reconciliation gates for forecast and flux analysis. Both use fictional businesses and synthetic data. Their hosted pages replay recorded runs.

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Scope and acceptance

Agree on the boundaries before building

One defined reporting workflow and comparison basis, with agreed entities and source systems. Broader consolidation, historical ledger remediation and planning-system replacement require separate scope.

Implementation follows the RoboCFO Pilot, with timing and investment confirmed after scoping. Access, source quality and security approvals affect the delivery schedule. Acceptance includes agreed test cases, reconciliation, reviewer approval and an operating handoff. Benefits that need repeated cycles are measured after launch.

If the data foundation needs work, we scope that first. Continuing monitoring and maintenance can transition to an Operations Retainer. A broader agenda can sit within a Finance AI Transformation program.

Define the first useful change.

Tell us about your process, source systems and the result your team needs. We will help determine the right scope.

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