AI-Assisted Budget Variance Explanations at a Public Sector Institution

The Challenge

At each month-end close, the institution’s finance and budget planning teams needed to explain where actual figures had departed from the budget. Those explanations had to come from the people closest to each item: the department managers who owned the budgets concerned. Finance could not complete its picture of the month until those explanations were in.

Collecting their comments took time and was largely manual. Finance had to work out which items needed explaining, ask each budget owner for a comment, chase the replies that did not arrive and then turn answers written in different styles into something management could review. All of this added time to the close and placed a steady operational load on the finance team, month after month.

The Solution

With cognipeer Studio, our team configured an AI workflow that ran as part of the month-end close. It identified the budget items showing a variance and asked the relevant budget owners for a short explanation of each one, so finance no longer had to request every comment by hand.

As replies came in, the workflow standardised them into a consistent form and prepared a consolidated summary suitable for presentation to management. Where a budget owner had not yet responded, it followed up automatically. The explanations themselves still came from the budget owners, and the finance team worked from the consolidated summary when preparing material for management.

Implementation

1. Identified variance items. At each month-end close, the workflow determined which budget items showed a variance.
2. Requested explanations. The relevant budget owners were asked for a short explanation of each variance in their area.
3. Standardised and consolidated the replies. Incoming comments were put into a consistent format and combined into a summary suitable for a management presentation.
4. Followed up on late replies. Where responses were delayed, the workflow sent automatic follow-ups to the budget owners concerned.

Business Impact

The month-end close became shorter and more orderly. Budget owners received specific requests for the items that needed their input, and their explanations were standardised by the workflow and combined into a single summary for management, rather than being gathered and rewritten by hand. Finance spent less time requesting comments, chasing late replies and reformatting answers, and could rely on the workflow to follow up wherever a reply was still outstanding.

• Shorter month-end close, with explanations collected and consolidated sooner.
• More standard variance commentary across departments.
• Less operational load on finance teams from requesting, chasing and reformatting comments.
• Explanations still provided by budget owners, with the workflow handling collection and follow-up.

Technology Behind the Solution