Empromptu LogoEmpromptu

Department Automation Checklist

Every row here is something a person still does by hand, or a feature your product doesn’t have yet.

Part one audits the back-office work your team already does manually. Part two is where AI could show up inside your own product if you build in a regulated space like health tech, fintech, or clinical operations. Part three is about training and owning your own models instead of renting someone else’s. Filter by industry to jump straight to what applies to you.

82
Tasks catalogued
609–836 hrs/mo
Combined est. hours
94%
Fully or partially automatable
5
Stay human-in-the-loop

Payroll & Workforce Compliance

Time & attendance, payroll uploads, and the labor reporting regulators want to see.

11 tasks · 78–121 hrs/mo
TaskCurrent methodEst. hours / moCan AI automate it?
Time & attendance export/reformatting for payroll uploadManual export from the time clock or HRIS, reformatted in Excel10–15Fully automatable
Manual data validation before payroll uploadLine-by-line spot check in a spreadsheet4–6Fully automatable
Error correction & re-formatting after a failed uploadManual rework and re-submission3–5Fully automatable
Payroll upload confirmation & reconciliationManual comparison of totals after upload2–3Fully automatable
Chasing sites or managers for missing time punchesEmail and phone follow-up, one by one15–20AI Automation with Human Approval
Reviewing & reconciling time exceptionsManual review in a spreadsheet6–8AI Automation with Human Approval
Sending correction requests to site managersManual email using a template5–6Fully automatable
Following up on unresolved time issuesManual tracking and repeated outreach6–8AI Automation with Human Approval
Regulatory labor / staffing-ratio reportingManual data pull and spreadsheet build20–40Fully automatable
New hire / termination payroll setupManual form entry across systems4–6AI Automation with Human Approval
Single-point-of-failure documentation & handoffAd hoc notes, tribal knowledge3–4Human-in-the-loop

Treasury & Cash Operations

Daily cash visibility, forecasting, and reconciliation across every bank and entity.

11 tasks · 78–104 hrs/mo
TaskCurrent methodEst. hours / moCan AI automate it?
Daily multi-bank cash position buildManual login to each bank, copy into a spreadsheet15–20Fully automatable
Bank file download & parsingManual download and reformatting6–8Fully automatable
Intraday bank activity reconciliationManual line-item matching8–10Fully automatable
Funding payroll from the correct entity or accountManual verification before transfer3–4Human-in-the-loop
Weekly cash flow forecast buildSpreadsheet model, manual inputs — often “educated guessing”12–16AI Automation with Human Approval
Scenario planning for spend decisionsManual what-if spreadsheets6–8AI Automation with Human Approval
Debt service / credit line draw trackingManual log and calendar reminders4–6Fully automatable
Collections / AR input into the forecastManual pull from the AR system6–8Fully automatable
Multi-bank / multi-account reconciliationManual statement matching10–12Fully automatable
Outstanding check trackingManual spreadsheet log4–6Fully automatable
System-of-record vs. bank balance gap analysisManual variance investigation4–6AI Automation with Human Approval

Accounts Payable & Vendor Management

Invoice processing, vendor relationships, and getting payments out the door.

12 tasks · 73–96 hrs/mo
TaskCurrent methodEst. hours / moCan AI automate it?
Invoice data entry & GL codingManual keying from PDF or email15–20Fully automatable
Invoice approval routing & follow-upManual email chasing of approvers10–12Fully automatable
Duplicate invoice detectionManual visual check5–6Fully automatable
3-way match (PO / receipt / invoice)Manual document comparison6–8Fully automatable
Exception handling & dispute resolutionManual investigation and emails6–8AI Automation with Human Approval
Vendor statement reconciliationManual line-by-line comparison8–10Fully automatable
W-9 collection & vendor onboardingManual form chasing and filing4–6Human-in-the-loop
Vendor master data updatesManual entry across systems3–4Fully automatable
Payment scheduling based on cash positionManual coordination with treasury6–8AI Automation with Human Approval
Check printing & distribution routingManual printing, mailing, or hand-off4–6AI Automation with Human Approval
ACH / wire payment file preparationManual file build and upload3–4Fully automatable
Payment confirmation & postingManual matching in the system3–4Fully automatable

Accounting & Financial Close

Month-end close, site scorecards, and the reconciliations that gate every deadline.

18 tasks · 178–257 hrs/mo
TaskCurrent methodEst. hours / moCan AI automate it?
Month-end data gathering & consolidationManual pulls from multiple systems into spreadsheets40–60Fully automatable
Site or location-level commentary write-upsManual narrative drafting per site15–20AI Automation with Human Approval
Revenue reconciliation across systemsManual cross-system comparison12–16Fully automatable
Segment / payer-level revenue reconciliationManual spreadsheet breakdown8–12Fully automatable
Prior period adjustment review & postingManual review and journal entry6–8AI Automation with Human Approval
Site / facility scorecard data gatheringManual pull from multiple reports30–55Fully automatable
KPI & financial data entry per siteManual spreadsheet entry10–12Fully automatable
Scorecard distribution to leadershipManual email or report send3–4Fully automatable
Variance analysis & commentaryManual analysis and write-up6–8AI Automation with Human Approval
Mass journal entry via spreadsheet formulasManual VLOOKUP / pivot-table process10–12Fully automatable
ERP report export & reformattingManual export and cleanup6–8Fully automatable
AR rollforward & aging reportManual spreadsheet build5–6Fully automatable
Bad debt calculation & reserveManual formula-based calculation5–6Fully automatable
Balance sheet account reconciliationManual tie-out6–8Fully automatable
Intercompany settlement reconciliationManual cross-entity matching5–6Fully automatable
Debt / covenant compliance trackingManual spreadsheet monitoring3–4AI Automation with Human Approval
Audit documentation preparationManual assembly of support files4–6AI Automation with Human Approval
Ad hoc executive reporting requestsManual one-off data pulls4–6AI Automation with Human Approval

Claims, Collections & Revenue Cycle Case Management

Case-by-case tracking against hard deadlines, with an audit trail that has to hold up.

13 tasks · 88–110 hrs/mo
TaskCurrent methodEst. hours / moCan AI automate it?
New case intake & entry into a tracking systemManual data entry10–12Fully automatable
Case documentation collectionManual chasing of billing / collection records14–16AI Automation with Human Approval
Recovery or appeal window monitoringManual calendar tracking8–10Fully automatable
Deadline escalation identificationManual review of the case list6–8Fully automatable
Cross-site or facility case coordinationManual email coordination6–8AI Automation with Human Approval
Verification of collection-attempt documentationManual document review8–10Fully automatable
Documentation completeness reviewManual checklist review6–8Fully automatable
High-risk submission flaggingManual review and judgment call5–6Human-in-the-loop
Missing document follow-upManual outreach6–8AI Automation with Human Approval
Pre-submission quality reviewManual review pass5–6AI Automation with Human Approval
Approval routing & sign-off trackingManual email / spreadsheet tracking6–8Fully automatable
Audit log maintenance for complianceManual log entry3–4Fully automatable
Case-by-stage reporting or dashboardManual status compilation — often no real-time visibility5–6Fully automatable

Procurement & Supplier Compliance

Purchasing, supplier documentation, and keeping vendors within spec.

8 tasks · 46–60 hrs/mo
TaskCurrent methodEst. hours / moCan AI automate it?
Purchase order creation & matchingManual entry and comparison8–10Fully automatable
Supplier onboarding documentationManual form collection and filing6–8Human-in-the-loop
Supplier compliance certificate trackingManual spreadsheet / reminder tracking6–8Fully automatable
Vendor performance / quality scorecardsManual data compilation6–8Fully automatable
Contract renewal & expiration trackingManual calendar / spreadsheet4–6Fully automatable
RFQ / bid comparison spreadsheetsManual data entry and comparison6–8AI Automation with Human Approval
Purchase requisition approval routingManual email approvals5–6Fully automatable
Spend-by-category or site reportingManual pull and pivot table5–6Fully automatable

Inventory & Physical Stock Reconciliation

Where the digital system of record meets the actual shelf, dock, or supply closet.

9 tasks · 68–88 hrs/mo
TaskCurrent methodEst. hours / moCan AI automate it?
Cycle counts vs. system of recordPhysical count plus manual spreadsheet reconciliation15–20AI Automation with Human Approval
Lot / serial / expiration trackingManual log entry8–10Fully automatable
Shipment / receiving reconciliationManual matching of packing slips to POs8–10Fully automatable
Site-to-site or plant-to-plant transfer trackingManual spreadsheet log6–8Fully automatable
Reorder point / stockout monitoringManual spreadsheet threshold checks6–8Fully automatable
Supply-closet or par-level countsManual walk-through counts10–12AI Automation with Human Approval
Damaged / expired inventory write-off documentationManual form and approval4–6Fully automatable
Inventory valuation reportingManual spreadsheet roll-up5–6Fully automatable
Physical vs. system-of-record variance investigationManual root-cause research6–8AI Automation with Human Approval

Part two

Building AI into your own product

If you’re a health tech or fintech company, or you run clinical operations inside a facility, the opportunity isn’t just your back office. It’s what AI can do inside the product your customers or clinicians actually use. Same rigor as part one, higher stakes: every idea below comes with the regulatory question it raises.

Health Tech — Patient & Clinical-Facing Products

Where health tech vendors are adding AI to the product itself, not just their back office.

6 ideas
FeatureToday, without itRegulatory considerationBuild readiness
Clinical documentation copilotManual note-taking during or after each visitPHI handling; AI-drafted notes need a clear audit trail and clinician sign-offShip with guardrails
Prior authorization drafting assistantStaff manually complete payer-specific PA forms from the chartPayer rules vary by plan; errors delay care, so a human still submitsShip with guardrails
Patient intake & triage assistantPaper forms or static digital intakeHas to stay in a non-diagnostic lane to avoid SaMD classificationCompliance-gated
Care-gap & follow-up flaggingManual population-health review of patient listsNeeds explainability so clinicians trust and act on the flagReady to ship
Discharge summary & referral letter draftingManual dictation or typing after each encounterPHI; must be reviewed and signed by a clinician before it's finalShip with guardrails
Benefits & eligibility explainer for patientsManual phone calls to the payerAccuracy liability if a patient acts on a wrong answerShip with guardrails

Fintech — Product Features for Regulated Financial Services

AI inside the product your customers use, built to survive an exam.

6 ideas
FeatureToday, without itRegulatory considerationBuild readiness
Underwriting explainability assistantA black-box score, or a manual analyst write-upAdverse action notices (ECOA/Reg B) require a real, specific reasonReady to ship
KYC / AML document review assistantManual review of IDs and financial documentsFalse negatives carry regulatory risk; a human still signs offShip with guardrails
In-app customer support copilotAgents manually look up account and transaction historyMust stay clear of unlicensed investment or credit adviceReady to ship
Dispute & chargeback narrative draftingManual case write-up by an ops analystNarratives feed compliance filings, so they need an audit trailShip with guardrails
Regulatory filing draft assistant (e.g. SAR narratives)Manual drafting by a compliance officerHigh stakes; a licensed compliance officer must review and fileCompliance-gated
Personalized in-app financial insightsStatic dashboards and generic alertsOnly stays useful if it avoids crossing into suitability or adviceReady to ship

Clinical Operations — Facility-Embedded Tools

AI built into the systems a facility runs on day to day, not just its back office.

6 ideas
FeatureToday, without itRegulatory considerationBuild readiness
Staffing & shift scheduler with compliance rules built inManual scheduling in spreadsheets or a legacy toolMust encode labor law and clinical staffing-ratio requirementsReady to ship
Shift-to-shift care coordination handoff summariesVerbal handoff plus manual notesPHI; continuity-of-care documentation has to be complete and accurateShip with guardrails
Incident report drafting & categorizationManual form plus a written narrativeRegulatory reporting timelines and an audit trail are non-negotiableShip with guardrails
Predictive maintenance alerts for clinical equipmentManual maintenance logs and calendar remindersPatient-safety-critical equipment needs a fail-safe, not just a nudgeReady to ship
Family & resident communication summariesManual phone updates to familiesConsent and privacy boundaries vary by resident and relationshipCompliance-gated
Survey & inspection readiness document assemblyManual binder assembly before every inspectionHas to reflect the facility's true state — no smoothing over gapsReady to ship

Legend

Ready now

Fully automatable, or ready to ship as-is.

Needs a human step

AI drafts or does the bulk of the work; a person reviews, decides, or signs off.

Keep this human

Judgment, a relationship, or a compliance review that should stay owned by a person.

How to use this.

Don’t try to fix everything at once. Pick the rows your team already complains about, confirm the hours with whoever actually does the work, and start there. That’s the same process we run on every discovery call — this list just lets you do the first pass yourself.

Built by empromptu.ai for teams in healthcare, finance, and physical operations who are tired of Excel being the system of record.