Finance & Reporting
Variance analysis narrative
Draft plain-language explanations of budget versus actual variances from structured data. Provides first-draft reasoning that analysts review and validate.
50–70%
reduction in variance narrative drafting time
Opportunity assessment
Negligible commercial impact. Saves time at the margins but won't move the needle on revenue or profit.
Very easy to implement. Ready-to-use tools exist. Can be up and running in days or weeks with minimal technical resource.
Light data requirements. Uses straightforward inputs — documents, product descriptions, customer records — that are usually accessible with minimal prep.
Very low risk. Fully internal use. A person checks everything before it goes further. Worst case is a minor internal inconvenience.
Very easy to absorb. Runs quietly in the background or gives people a helpful new input. Makes everyday work easier with almost no friction.
Tooling required
Things to consider
AI identifies and describes variances; it cannot know the business reason (a delayed project, an unplanned promotion, a supplier failure). The analyst adds the 'why'.
Provide prior-period context where possible — variance commentary that references trend patterns is more useful than single-period comparison.
Embed the AI in the reporting workflow rather than as a standalone tool: the output should flow directly into the management accounts template.
Frame this tool clearly as 'first pass' — it produces a description of what happened, and the analyst adds why it happened and what the recommendation is. This framing prevents over-reliance and manages expectations.
Experiment starter: At next month-end, export actuals versus budget for one business unit and prompt an LLM to generate a variance narrative. Time the exercise and have the FD note what they had to add or correct. If the time saving exceeds 45 minutes with no material errors introduced, scale to other business units.
Go deeper in the playbook
Section — Opportunity Identification, including the AI Opportunity Assessment ScorecardSection — The Experimentation FrameworkThis is an augmentation opportunity — see the relevant playbook section for how to approach it.More in Finance & Reporting
Period-end commentary drafting
Convert financial data into narrative commentary for management accounts. Finance team reviews and adjusts. Eliminates the blank-page problem at month end.
Invoice exception identification
Flag invoices with missing PO references, duplicate submissions, price variances, or unusual payment terms before they reach approval.
Contract data extraction
Extract key commercial terms from supplier and customer contracts — payment terms, renewal dates, liability caps, exclusivity clauses — into structured records.
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