Boring AI for legal & accounting — use-case card
Legal and accounting are document-heavy, pattern-matching verticals. The highest-ROI use cases are the ones where a skilled professional spends significant time on work that isn't judgment: reading, extracting, comparing, routing, formatting. AI handles that layer; the professional owns the judgment step and the regulatory sign-off.
The legal & accounting boring-AI list
| # | Use case | What it replaces | Non-optional HITL gate |
|---|---|---|---|
| 1 | Contract review and clause extraction (NDAs, loan agreements, standard forms) | Attorney or paralegal reading every contract for the same clause set | Attorney reviews flagged issues and makes legal determination |
| 2 | Intake and conflict checking | Paralegal manually searching matter database before every engagement | Partner makes final conflict determination |
| 3 | Legal research and precedent surfacing | Hours of associate time in Westlaw or Lexis per research question | Attorney evaluates and applies the precedent |
| 4 | First-pass proposal and document drafting | Writing every client deliverable from scratch against a familiar template | Attorney reviews, edits, and approves before delivery |
| 5 | Invoice exception flagging (AP automation) | Staff accountant reviewing every invoice line against PO | Accountant reviews and resolves flagged exceptions |
| 6 | Month-end reconciliation | Staff accountant pulling and comparing GL, bank, and subledger data | Controller reviews exceptions; SOX sign-off stays human |
| 7 | Variance explanation drafting | Controller or analyst writing budget-vs.-actual narrative from GL data | Controller reads, corrects, and approves before submission |
| 8 | Audit document classification and organization | Staff time organizing and labeling documents for audit support | Accountant confirms classification; auditor performs professional judgment |
| 9 | Change-order and contract-scope tracking | Manual cross-reference of invoices against contract provisions | Attorney or PM reviews out-of-scope flags |
| 10 | Regulatory filing analysis (antitrust, fund formation, loan review) | Associate time extracting and checking filing components | Senior attorney or partner review before any submission |
Regulatory reminder
SOX Sections 302 and 404 require CEO and CFO certification. PCAOB standards require auditor professional judgment for material conclusions. Any AI touching financial reporting must have documented human-review steps that would survive a PCAOB audit. HITL in accounting is not a design preference — it is a compliance requirement.
Pick one to pilot this quarter
| Use case selected | Volume (units/week) | Avg. professional time per unit today | Success metric | Kill criterion |
|---|---|---|---|---|
Governance minimum before go-live
- ☐ Tool is firm-sanctioned (not individual shadow use)
- ☐ Client data handling is covered by a vendor DPA or BAA
- ☐ Acceptable-use policy exists and has been shared with staff
- ☐ Human-review step is documented and will survive an audit inquiry
- ☐ Quality audit process is in place: random sample of AI output checked against source on a schedule
My pilot this quarter: ______
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