Accounting work · Blueprint 01

Rebuild the month-end close.

A typical close checklist translated into AI-native workflows. Every activity shows what the system prepares, what the accountant decides, and what evidence must remain.

The operating model

Each close task follows the same pattern: structured inputs → AI-assisted preparation → exception-based human review → locked evidence and approval. AI accelerates the work; it does not own the accounting conclusion.

Prepare the close

Before Day 1

✓Close readiness and task orchestrationPre-close · Controller and close manager+

AI-native workflow

Convert the close calendar from a passive checklist into an exception-driven operating queue.

Foundation

1 · INPUT

Collect status

Prior close tasks, current owners, dependencies, due dates, ERP period status, and source-system feeds.

2 · AI PREP

Predict blockers

Flag late dependencies, missing feeds, changed owners, and tasks likely to miss their close-day target.

3 · HUMAN REVIEW

Reset priorities

Close manager confirms ownership, resolves resource conflicts, and approves calendar changes.

4 · OUTPUT

Publish queue

Daily owner queue, critical path, escalations, and timestamped status dashboard.

Human control

Controller approves scope, materiality, task ownership, and any deadline override.

Retained evidence

Approved calendar, dependency map, status changes, escalations, and final completion log.

✓Cutoff and source-data completenessPre-close to Day 1 · Accounting operations+

AI-native workflow

Verify that required feeds are complete before accountants begin reconciliations.

Data gate

1 · INPUT

Inventory sources

ERP, billing, payroll, banking, expense, procurement, inventory, and manual upload control totals.

2 · AI PREP

Test completeness

Compare record counts, timestamps, totals, and expected files against historical patterns.

3 · HUMAN REVIEW

Resolve gaps

Process owner validates late data, duplicate feeds, unusual volumes, and cutoff exceptions.

4 · OUTPUT

Release close data

Certified source checklist with unresolved exceptions routed to named owners.

Human control

No reconciliation starts from an uncertified feed; the owner approves all known cutoff exceptions.

Retained evidence

File manifests, control totals, exception dispositions, timestamps, and source certification.

Close and reconcile subledgers

Days 1–3

✓Cash and bank reconciliationDay 1 · Treasury accounting+

AI-native workflow

Match bank activity to the ledger and focus human effort on aged or unusual differences.

High automation

1 · INPUT

Load activity

Bank statements, cash ledger, payment processor settlements, outstanding-check list, and FX rates.

2 · AI PREP

Match and classify

Match one-to-one and many-to-one items; suggest categories for fees, transfers, and timing items.

3 · HUMAN REVIEW

Clear exceptions

Accountant investigates unmatched, duplicated, stale, or high-risk items and approves entries.

4 · OUTPUT

Certify balances

Reconciliation, proposed journals, outstanding-item aging, and review sign-off.

Human control

AI cannot write off or post unmatched differences; preparer and reviewer thresholds remain enforced.

Retained evidence

Statements, match logic, unmatched population, journal support, and dual approval.

✓Revenue, receivables, and deferred revenueDays 1–2 · Revenue accounting+

AI-native workflow

Reconcile billing and revenue populations while surfacing contracts and transactions requiring judgment.

Judgment heavy

1 · INPUT

Join populations

Contracts, orders, invoices, usage, cash, revenue schedules, credits, and prior-period deferrals.

2 · AI PREP

Find exceptions

Identify missing schedules, term changes, unusual credits, allocation outliers, and cutoff mismatches.

3 · HUMAN REVIEW

Conclude treatment

Revenue accountant reviews flagged arrangements, approves SSP and timing conclusions, and posts adjustments.

4 · OUTPUT

Reconcile results

Revenue rollforward, AR tie-out, deferred revenue reconciliation, and exception memo.

Human control

Qualified personnel retain all ASC 606 conclusions, materiality judgments, and journal approval.

Retained evidence

Contract citations, transaction population, model outputs, exception resolution, and accounting approvals.

✓Accounts payable and operating expensesDays 1–2 · Accounts payable and GL+

AI-native workflow

Close the AP subledger, detect cutoff gaps, and build the unrecorded-liability review.

Exception driven

1 · INPUT

Gather spend

Invoices, POs, receipts, payments, expense reports, vendor statements, and post-close invoices.

2 · AI PREP

Detect gaps

Match PO-receipt-invoice records; identify duplicates, missing receipts, cutoff risk, and coding anomalies.

3 · HUMAN REVIEW

Validate obligations

Owners confirm service periods, acceptance, account coding, and required accruals.

4 · OUTPUT

Close AP

AP-to-GL tie-out, accrual candidates, duplicate report, and cutoff exception list.

Human control

Budget owners or accountants validate receipt of service; approved posting rules govern all entries.

Retained evidence

Subledger tie-out, invoice images, receipt support, accrual rationale, and approval history.

✓Payroll and employee-related liabilitiesDays 1–2 · Payroll accounting+

AI-native workflow

Reconcile payroll by entity and explain movements using workforce and compensation drivers.

Sensitive data

1 · INPUT

Secure inputs

Payroll registers, GL, headcount changes, bonuses, benefits, taxes, equity, and funding confirmations.

2 · AI PREP

Build bridge

Reconcile gross-to-net and create entity/account variance bridges tied to headcount and pay events.

3 · HUMAN REVIEW

Investigate variance

Payroll accountant validates unusual employees, off-cycle runs, terminations, tax, and accrual changes.

4 · OUTPUT

Certify payroll

Payroll-to-GL tie-out, liability reconciliation, variance narrative, and corrections.

Human control

Restricted access, purpose-limited data, aggregate outputs, and independent journal approval.

Retained evidence

✓Fixed assets, leases, and prepaid expensesDays 2–3 · GL accounting+

AI-native workflow

Update recurring schedules and isolate new, changed, impaired, or incorrectly classified items.

Schedule based

1 · INPUT

Load schedules

Asset register, purchase activity, disposals, leases, prepaid invoices, and prior rollforwards.

2 · AI PREP

Update and scan

Draft rollforwards; flag capitalization, useful-life, modification, impairment, and amortization exceptions.

3 · HUMAN REVIEW

Approve judgments

Accountant verifies in-service dates, classifications, lease changes, and impairment indicators.

4 · OUTPUT

Post schedules

Rollforwards, recurring journals, exception entries, and disclosure-ready support.

Human control

Capitalization, useful life, lease modification, and impairment conclusions require qualified approval.

Retained evidence

Invoices, contracts, schedules, change log, calculation version, journals, and review sign-off.

Estimate and adjust

Days 2–4

✓Accruals and accounting estimatesDays 2–3 · GL and business owners+

AI-native workflow

Build supportable estimates from operational evidence and make assumption changes visible.

Estimate control

1 · INPUT

Collect evidence

Contracts, POs, receipts, invoices, usage, headcount, forecasts, prior accruals, and subsequent activity.

2 · AI PREP

Draft estimates

Calculate expected accruals, compare methodologies, back-test reversals, and flag assumption shifts.

3 · HUMAN REVIEW

Challenge inputs

Accountant and business owner validate completeness, service period, methodology, and uncertainty.

4 · OUTPUT

Record estimate

Journal, estimate memo, sensitivity, assumption log, and reversal instructions.

Human control

Management owns estimates and assumptions; AI-produced amounts never post without approval.

Retained evidence

Source population, methodology, assumptions, back-test, sensitivity, journal, and approvals.

✓Journal-entry preparation and reviewThroughout close · All accounting teams+

AI-native workflow

Standardize journal preparation and run risk checks before entries reach an approver.

Posting gate

1 · INPUT

Assemble support

Approved calculations, source reports, account/entity mapping, prior journals, and posting rules.

2 · AI PREP

Draft and validate

Create journal template; test balance, period, currency, mapping, duplicates, and unusual combinations.

3 · HUMAN REVIEW

Approve entry

Preparer verifies support; independent approver evaluates purpose, amount, accounts, and period.

4 · OUTPUT

Post and link

Approved journal, ERP posting ID, supporting package, and reconciliation linkage.

Human control

Segregation of duties, approval thresholds, restricted accounts, and no autonomous posting.

Retained evidence

Source support, AI validation results, preparer certification, approver sign-off, and posting confirmation.

Reconcile and consolidate

Days 3–5

✓Balance-sheet reconciliationsDays 3–4 · Account owners+

AI-native workflow

Reconcile every material balance and rank unexplained or aged items for review.

Core control

1 · INPUT

Bring balances

Trial balance, subledger/detail, prior reconciliation, journals, aging, and supporting documents.

2 · AI PREP

Match and roll

Roll forward support, match activity, identify stale items, and draft explanations with citations.

3 · HUMAN REVIEW

Resolve exceptions

Owner substantiates the balance, clears differences, approves reconciling items, and assigns follow-up.

4 · OUTPUT

Certify account

Reconciliation, exception aging, action owners, adjustments, and reviewer sign-off.

Human control

Material reconciling items require explicit disposition; unresolved balances remain visible.

Retained evidence

Ledger detail, support, matching results, reconciling items, action log, and certification.

✓Intercompany, foreign currency, and eliminationsDays 3–4 · Global accounting+

AI-native workflow

Match counterparties across entities and separate timing, currency, classification, and true differences.

Multi-entity

1 · INPUT

Normalize activity

Entity ledgers, invoices, settlements, agreements, currencies, FX rates, and ownership structure.

2 · AI PREP

Match both sides

Pair balances, classify differences, draft confirmations, calculate FX, and propose eliminations.

3 · HUMAN REVIEW

Resolve ownership

Entity owners agree balances; global accounting approves FX treatment and eliminations.

4 · OUTPUT

Eliminate and settle

Confirmed matrix, elimination journals, FX bridge, settlement plan, and unresolved-item log.

Human control

Both counterparties confirm; consolidation owner approves elimination and FX conclusions.

Retained evidence

Entity detail, match matrix, confirmations, rate source, elimination support, and approvals.

✓Consolidation and tax provision inputsDays 4–5 · Consolidation and tax+

AI-native workflow

Validate entity submissions, ownership, mappings, and tax inputs before group reporting.

Group close

1 · INPUT

Load entity packs

Certified trial balances, mappings, ownership, eliminations, FX rates, tax packages, and top-side entries.

2 · AI PREP

Validate group data

Run mapping, balance, rate, ownership, effective-tax-rate, and period-over-period reasonableness checks.

3 · HUMAN REVIEW

Approve conclusions

Consolidation and tax owners resolve exceptions and approve top-side or provision entries.

4 · OUTPUT

Lock consolidation

Consolidated trial balance, elimination report, CTA bridge, tax package, and certification.

Human control

Ownership, tax, FX, and consolidation judgments remain with qualified accounting and tax personnel.

Retained evidence

Certified entity packs, mapping results, rate tables, elimination reports, tax review, and sign-off.

Review, report, and lock

Days 5–7

✓Flux analysis and management reportingDays 5–6 · Controller and FP&A+

AI-native workflow

Explain material movements using ledger and operational drivers, with every statement linked to evidence.

Featured workflow

1 · INPUT

Set comparisons

Current and comparative financials, budget, operational metrics, journals, and materiality thresholds.

2 · AI PREP

Prioritize variance

Rank movements, trace transaction drivers, draft cited explanations, and flag unsupported narratives.

3 · HUMAN REVIEW

Challenge the story

Account owners validate causality; Controller challenges consistency, completeness, and materiality.

4 · OUTPUT

Publish analysis

Approved flux package, KPI bridge, remaining questions, and management-ready commentary.

Human control

No explanation is accepted without source evidence and an accountable financial owner.

Retained evidence

Thresholds, query population, source citations, drafts, reviewer changes, and final approval.

✓Close certification and period lockFinal close day · Corporate Controller+

AI-native workflow

Confirm that every material close control is complete before locking the accounting period.

Final gate

1 · INPUT

Assemble status

Task completion, reconciliations, journals, exceptions, certifications, financials, and open-item log.

2 · AI PREP

Test readiness

Identify missing approvals, late entries, unreconciled accounts, unresolved exceptions, and disclosure impacts.

3 · HUMAN REVIEW

Authorize close

Controller reviews the complete exception register and explicitly accepts or remediates open items.

4 · OUTPUT

Lock and archive

Period lock, close certificate, final financial package, retained evidence index, and lessons learned.

Human control

Only an authorized finance leader can accept residual risk and approve the period lock.

Retained evidence

Completion report, certifications, open-item disposition, lock confirmation, and final close binder.

The close is complete when the evidence is complete.

An AI-native close is not measured only by speed. It should produce a stronger, more reproducible record of what happened, why it happened, who reviewed it, and which risks remain.

Every material account certified
Every journal linked to support
Every exception has an owner
Every explanation cites evidence
Every estimate records assumptions
Every approval is timestamped