6 Account to Report AI Agents, Live in Production.
6 live agents automate account to report within finance. 3 run on a schedule and 3 run on demand. Each one publishes the inputs it needs, the steps it works through and what it hands back.
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Account Risk Classification
Rank balance sheet accounts by how much could be wrong and nobody would notice — driven by reconciliation quality and manual-entry exposure, not by size alone.
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Chart of Accounts Mapping
Map a source system's accounts onto the group chart of accounts, and refuse to guess the ones that have no clean home rather than parking them in a suspense code.
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Exchange Rate Validation
Check the exchange rates loaded for the period against the source and the policy — the right rate type, the right date, and no gaps quietly filled with yesterday's number.
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Journal Entry Validation
Check journal entries before they post — that they balance, that they carry a reason someone can audit, and that none of them is the kind of entry that only appears at period end.
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Revenue Recognition Review
Check what was recognised this period against what the contracts actually entitle us to recognise — and name the revenue that has been taken before the obligation was met.
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Trial Balance Reconciliation
Reconcile the trial balance against the prior period and the supporting schedules — separating movements that are explained from ones nobody has accounted for yet.
Carrying the checks that normally get shortened when the close runs late
The record-to-report cycle has a structural problem: the checks that protect it are the ones most easily shortened, and they are needed most when the close is already running late. Journal entries are reviewed for whether they balance rather than for whether they carry a reason someone could audit, and the entries that appear only at period end — the reclassifications, the accruals with round numbers — attract the least scrutiny because they arrive when everyone is busiest. Exchange rates get loaded quickly and a missing day is filled with yesterday’s number. Accounts from an acquired system are mapped in a hurry, and anything without a clean home goes to suspense with the intention of resolving it later. Each shortcut is individually defensible and collectively how a balance sheet acquires a figure nobody can explain.
These agents run the checks at full depth regardless of the calendar. Journal Entry Validation tests entries before they post — that they balance, that they carry an auditable reason, and that none is the kind of entry that only appears at period end. Trial Balance Reconciliation compares against the prior period and the supporting schedules and separates explained movements from unaccounted ones. Exchange Rate Validation checks the rates loaded for the period against source and policy: the right rate type, the right date, and no gaps quietly filled. Chart of Accounts Mapping maps a source system onto the group chart and refuses to guess the accounts with no clean home rather than parking them in suspense. Revenue Recognition Review names revenue taken before the obligation was met. Account Risk Classification then ranks balance sheet accounts by how much could be wrong without anyone noticing, driven by reconciliation quality and manual-entry exposure rather than by size.
What this moves
- Post-close adjustments
- Journals are validated before they post rather than corrected afterwards, so the entries that only ever appear at period end are questioned while there is still time.
- Unexplained balance movements
- The trial balance is reconciled against the prior period and its supporting schedules, separating movements that are explained from ones nobody has accounted for.
- Revenue recognised before it was earned
- What was recognised is tested against what the contracts actually entitle the business to recognise, which is the judgement most exposed at close.
Finance
How AI agents handle account to report
Drawn from the 6 agents above — what they require, how they run, and what comes back.
What they need
- Account control data
- Assessment settings
- Source accounts
- Group chart of accounts
- Mapping rules
- Rates loaded into the ledger
- Rate policy
- Journal entries to post
What comes back
- Unreconciled exposure
- Where to spend review time
- Highest risk
- Account by account
- Control coverage
- Mapping coverage
- Review note
- No clean mapping — needs a decision
How they run
- Runs on a schedule
- 3
- Run on demand
- 3
- Steps per run
- 3–4
- Credits per run
- 6–8
- Use a knowledge base
- 1
Where account to report fits in finance
Matching, reconciling and chasing is high-volume work with very little judgement in it. Moving that to agents is what turns a compressed close into a normal week.
Next Step
Deploying account to report agents
These run as-is against the inputs listed above. Most deployments adapt one — a different source system, a different tolerance, a different approval path. The first call establishes which.