Battery Point Research / AI Playbooks
Finance
An invoice arrives. What happens next?
With the Outlook inbox, purchase orders and delivery records connected to QuickBooks, an agent can check the invoice, flag mismatches and prepare the bill. The finance team resolves exceptions and approves payment.
Illustrative workflow; requires connected systems and agreed permissions.
What the agent does — and what your team does
| Finance activity | Traditional model | AI-first model | People impact |
|---|---|---|---|
| Accounts payable | Staff receives invoices, extracts data, codes transactions, routes approvals, and resolves mismatches. | AI extracts, codes, matches, routes, and flags exceptions.Keep payment approval with finance; flag duplicate invoices and changes to supplier bank details. | Routine AP labor falls sharply. |
| Accounts receivable | Staff monitors aging, sends reminders, and follows up manually. | AI prioritizes accounts, sends routine follow-up, and escalates exceptions. | Routine collection administration shrinks. |
| Reconciliation | Finance staff manually compares accounts, transactions, and bank activity. | Systems continuously reconcile and surface unmatched items. | Humans focus on exceptions rather than matching. |
| Close | Finance works through a periodic monthly close. | More transactions reconcile continuously and issues surface earlier. | Less close-period labor and shorter close cycles. |
| Reporting | Staff exports data, builds reports, and prepares management commentary. | AI continuously produces reports, variance explanations, and operating summaries. | Report-preparation labor falls substantially. |
| Forecasting | Analysts update spreadsheet models periodically. | Forecasts update continuously using financial and operating data. | Analyst time shifts from model maintenance to interpretation. |
| Controls | Finance reviews transactions, samples activity, and applies manual approvals. | AI continuously tests rules, identifies anomalies, and flags exceptions. | Routine control monitoring shrinks. |
| FP&A | Analysts spend significant time gathering and cleaning information before analyzing it. | AI assembles data, identifies patterns, and generates first-pass analysis. | Finance spends more time on scenarios and decisions. |
| Working capital | Cash, inventory, receivables, and payables are reviewed periodically. | AI continuously monitors working-capital drivers and recommends actions. | More sophisticated treasury / FP&A capability with fewer resources. |
| Capital allocation | Management receives periodic finance analysis before making decisions. | AI continuously models returns, scenarios, risks, and tradeoffs. | Human judgment remains; analytical support becomes much deeper. |
Where does the human come out of the loop?
| Activity | Human today? | Could the human be removed now? | Likely next 2–4 quarters |
|---|---|---|---|
| Invoice data entry | Yes | Yes | Mostly automated |
| AP coding | Yes | Yes, in many cases | Automated with exception review |
| AR follow-up | Yes | Yes, for routine cases | Increasingly autonomous |
| Bank reconciliation | Yes | Yes | Background automation |
| Account reconciliation | Yes | Yes, in many cases | Exception-driven |
| Expense review | Yes | Partially | More policy checking automated |
| Routine reporting | Yes | Yes | Continuous automated reporting |
| Variance analysis | Yes | Partially | AI performs first-pass explanation |
| Forecast preparation | Yes | Partially | Rolling AI-assisted forecasts |
| Cash-flow forecasting | Yes | Partially | Increasingly continuous |
| Anomaly detection | Yes | Yes | Continuous background monitoring |
| Scenario modeling | Yes | Partially | AI generates and updates scenarios |
| Capital-allocation decisions | Yes | Not reliably | AI provides analysis; human decides |
| High-consequence accounting judgment | Yes | Not generally | Human remains central |
This is a snapshot, not a stable boundary.
Human executes → AI assists → AI executes with approval → AI operates within guardrails → human handles exceptions
The first work to disappear is gathering, entering, reconciling, compiling, and formatting financial information.
What happens to headcount?
Routine transaction processing and report preparation shrink first. Retained finance talent moves toward interpretation, forecasting, risk, and capital decisions.
Headcount likely to fall
- AP / AR clerical support
- reconciliation staff
- routine reporting analysts
- transaction-processing support
- expense administration
- basic accounting support
Roles shift toward oversight
- accountants
- controllers
- FP&A analysts
- treasury staff
- internal controls staff
- finance managers
Redeploy talent toward
- forecasting
- scenario analysis
- working-capital improvement
- pricing and margin analysis
- risk judgment
- capital allocation
- management decision support
What the recorded work can reveal
Linking each request, action and outcome makes these questions easier to answer:
- Which suppliers repeatedly send invoices that do not match the order?
- Where do invoices spend the most time waiting for approval?
- Which recurring discrepancies cost the most staff time to resolve?