Complete AI Training
Sign inGet started

AI agent for general managers

Operating Budget Reforecast Agent

Produce a defensible full-year operating cost reforecast with explained variances

Budgets and moneyForecastingOperationsManagementExecutives and strategy
See how it worksGet access
Operating Budget Reforecast Agent: what goes in, what the agent does and what you get

What it does

Each quarter, operations leaders must tell finance where their spend will land for the year. This agent prepares that reforecast. It reads year-to-date actuals by cost center, the current budget, volume plans and known rate changes such as wage increases, freight rates and energy contracts. For each line it projects the rest of the year using the method that fits: run rate for stable costs, volume-driven for variable costs, and known commitments for contracts. It then checks large variances. Any line more than 5% off budget needs a stated driver from the site owner, so it asks for one and waits. It also checks the total ties to the general ledger. If either check fails, it loops back to the data. The executive signs off the numbers sent to finance. Edge case: a one-time repair hit in March, so it removes it from the run rate.

How it works

Follow the arrows from top to bottom. The orange dashed arrow is the loop: when a check fails, the agent goes back and tries again.

Start and resultWhat it doesA check on its own workWaits for your OKGoes back and retries
Yes, continueYes, continueApprovedNoNo 1 STARTS WHEN Reforecast deadline is two weeks away 2 USES A TOOL Pull year-to-date actuals and budget by cost center 3 DOES Remove one-time items and choose a projection methodper line 4 USES A TOOL Project remaining months using volume plan and ratechanges 5 CHECKS THE RESULT Does the actuals total tie to the general ledger? If not: find the missing cost centers or journal entriesand re-pull. Back to step 2. 6 DOES List lines more than 5% off budget 7 USES A TOOL Ask site owners for the driver of each largevariance 8 CHECKS THE RESULT Does every large variance have a stated driver? If not: send a reminder and mark the line as unexplainedafter two days. Back to step 7. 9 YOU APPROVE Executive signs off the reforecast 10 RESULT Reforecast file and variance commentary sent tofinance
Read the steps as a list
  1. Reforecast deadline is two weeks away
  2. Pull year-to-date actuals and budget by cost center
  3. Remove one-time items and choose a projection method per line
  4. Project remaining months using volume plan and rate changes
  5. Does the actuals total tie to the general ledger?If not: find the missing cost centers or journal entries and re-pull. Back to step 2.
  6. List lines more than 5% off budget
  7. Ask site owners for the driver of each large variance
  8. Does every large variance have a stated driver?If not: send a reminder and mark the line as unexplained after two days. Back to step 7.
  9. Executive signs off the reforecastThe agent waits here for your OK.
  10. Reforecast file and variance commentary sent to finance

How it decides

It picks run rate, volume-driven or committed-cost projection per line based on how the cost behaved year to date, and strips one-time items from run rates.

  • Use run rate when monthly spend varied less than 10% year to date
  • Use volume-driven projection when cost tracked units shipped or produced
  • Treat items over $25,000 that will not recur as one-time
  • Require a written driver for any line more than 5% off budget

Make it yours

Every agent is a starting point. You choose these settings for your own situation.

  • Variance threshold that needs a driver (default 5%)
  • One-time item threshold (default $25,000)
  • Days site owners get to reply (default 2)
  • Cost centers in scope
  • Reforecast format required by finance

What keeps you in control

It always asks you first

  • Final reforecast submitted to finance
  • Any reallocation between cost centers

Hard limits

  • Never submits figures to finance without sign-off
  • Never edits ledger data
  • Keeps projection method visible for every line

It stops when

  • Done: totals tie, every large variance explained, executive signed off
  • Stop: ledger data unavailable, so it reports which months are missing

Set it up

We guide you through the set-up, step by step

Members get the full set-up guide for this agent. No technical skills needed: you copy, paste and upload.

10 minto set it up in your AI
5 AIsChatGPT, Claude, Copilot, Gemini, Grok
  • One set of instructions to paste into your AI, with the clicks for ChatGPT, Claude, Microsoft 365 Copilot, Gemini and Grok
  • The agent then walks you through connecting your own data, one source at a time
  • A downloadable copy with the flow chart, the rules and the full guide
Get access to this agent

An example run

What happensIn the Q2 reforecast, the agent projected maintenance spend at $2.31M against a $2.05M budget. Actuals first failed to tie by $84,000; it found a cost center for the new Dallas site was not mapped and re-pulled. Three variance drivers were missing; after a reminder, two site leads replied. The COO signed off with one line marked as an open risk.

More agents for general managers

Analysis · Decisions

Customer Segment Profitability Review Agent

A clear view of the margin by segment and options to fix the negative ones.

10 steps1 check4 jobs Budgets and money · Decisions

Budget Request Challenge Agent

Budget requests are supported with detail and ranked by value before decisions.

10 steps1 check15 jobs Risk management · Analysis

Supplier Concentration Risk Agent

A map of single-source risk with the largest exposures reduced.

10 steps1 check9 jobs Monitoring · Analysis

Staff Absence Pattern Review Agent

Make sure every absence has a return-to-work conversation and that patterns are seen early and handled consistently.

11 steps2 checks7 jobs