The Automation Candidate Scorecard

Before diving into use cases, every potential automation should be scored against these criteria. Processes scoring 70+ out of 100 are strong candidates. Below 40, the process likely isn't ready for automation — or would require AI augmentation to handle the unstructured elements RPA can't.

CriterionWeightScore 1 (Poor)Score 5 (Excellent)
Volume25<10 transactions/day100+ transactions/day
Rules-Based25Requires judgment in 40%+ of cases95%+ follows explicit if-then rules
Structured Input20Handwritten, unstructured, variable formatsTyped fields, standard templates, APIs
Process Stability15Changes monthlyUnchanged for 12+ months
System Stability15UI updates quarterlyStable UI, API available
The 90/10 Rule

Automate the 90% that's structured and rules-based. Design exception handling for the 10% that requires human judgment. Use cases with less than 70% automation potential are better candidates for AI-powered intelligent automation (Document AI + decision models + RPA) rather than pure RPA.

Finance & Accounting: 4 Use Cases

1. Invoice Processing (Accounts Payable)

What the bot does: Receives invoice (email attachment or portal), extracts header data (vendor, date, amount, PO number), validates against purchase order in ERP, matches line items, applies accounting rules (GL code, cost center, tax treatment), posts to AP ledger, routes exceptions to AP analyst. Automation rate: 70-85% (pure RPA), 90-95% (with Document AI for non-standard formats). Measured ROI: $300K-500K/year for organizations processing 40,000+ invoices annually. Exception handling: Missing PO → queue for human matching. Amount mismatch >5% → flag for review. New vendor → route to vendor master team.

2. Bank Reconciliation

What the bot does: Downloads bank statements (SFTP, portal, or API). Matches transactions against GL entries by amount, date, and reference. Flags unmatched items. Generates reconciliation report. Posts adjusting entries for identified matches. Automation rate: 80-90%. Measured ROI: Reduces month-end close by 2-3 days for multi-entity organizations. $150K-250K/year in analyst time savings. Exception handling: Unmatched items → queue for manual investigation with suggested matches (fuzzy matching).

3. Expense Report Processing

What the bot does: Receives submitted expense reports. Validates receipts against policy (meal limits, category restrictions, approval thresholds). Checks for duplicates. Verifies approvals. Posts to expense ledger. Initiates reimbursement. Automation rate: 85-90%. Measured ROI: $100K-200K/year for organizations with 1,000+ employees. Processing time from 5 days to same-day. Exception handling: Policy violation → return to submitter with specific violation noted. Missing receipt → flag and hold.

4. Intercompany Reconciliation

What the bot does: Extracts intercompany transaction records from multiple entity ledgers. Matches by transaction reference, amount, and date across entities. Identifies mismatches. Generates reconciliation report with specific discrepancies. Automation rate: 75-85%. Measured ROI: Multi-entity organizations: $200K-400K/year, plus 3-5 day reduction in quarterly close timeline. Exception handling: Timing differences (booked in different periods) → auto-classify as timing. Currency differences → apply exchange rate and rematch.

HR & People Operations: 4 Use Cases

5. Employee Onboarding Provisioning

What the bot does: Triggered by new hire record in HRIS. Creates accounts in Active Directory, email, VPN, and 8-12 business applications. Assigns role-based access permissions. Enrolls in benefits platform. Sends welcome email with access credentials. Orders equipment through procurement system. Automation rate: 90-95%. Measured ROI: Reduces onboarding from 3 days to 4 hours. $80K-150K/year for organizations hiring 200+/year. Exception handling: Application provisioning failure → retry + escalate to IT helpdesk after 3 attempts.

6. Payroll Data Validation

What the bot does: Before payroll processing, validates: hours match approved timesheets, overtime calculations are correct, deductions match enrollment elections, tax withholding matches W-4/state elections, and new hires/terminations are reflected. Flags discrepancies for payroll team review before processing. Automation rate: 85-90%. Measured ROI: Payroll error reduction from 3% to 0.3%. $100K-200K/year in prevented overpayments and reduced correction processing. Exception handling: Hour discrepancy → email manager and employee for confirmation before escalating.

7. Employee Offboarding

What the bot does: Triggered by termination record. Disables AD account, revokes VPN, disables email forwarding to manager, removes from distribution lists, revokes application access across 8-12 systems, generates equipment return checklist, triggers final paycheck processing, sends exit survey. Automation rate: 90-95%. Measured ROI: Critical for security — ensures access revoked within hours, not days. Prevents the "former employee still has access" audit finding that costs $50K+ in remediation. Exception handling: System access revocation failure → immediate security team alert.

8. Benefits Enrollment Processing

What the bot does: During open enrollment, validates employee elections against eligibility rules, dependent documentation, and plan availability. Processes enrollments across carrier systems (medical, dental, vision, life, 401k). Confirms enrollment with carriers. Generates confirmation notices. Automation rate: 80-85%. Measured ROI: Open enrollment processing from 3 weeks to 3 days for 1,000+ employee organizations. $60K-120K/year. Exception handling: Eligibility exception → route to benefits specialist with specific rule violation identified.

Procurement & Supply Chain: 4 Use Cases

9. Purchase Order Creation

What the bot does: Receives approved purchase requisitions. Validates vendor in master data. Creates PO in ERP with line items, pricing, delivery dates, and payment terms from contract. Routes for approval based on amount thresholds. Sends PO to vendor via email or EDI. Automation rate: 85-90%. Measured ROI: PO creation from 45 minutes to 5 minutes. $200K-350K/year for organizations creating 10,000+ POs annually.

10. Vendor Master Data Management

What the bot does: Processes new vendor requests: validates tax ID (IRS TIN matching), checks OFAC/sanctions lists, verifies banking details format, creates vendor record in ERP, assigns vendor category and payment terms, notifies requestor of completion. Automation rate: 70-80% (due diligence checks require judgment for edge cases). Measured ROI: Vendor setup from 5 days to same-day. Sanctions screening from 0% (manual = often skipped) to 100% automated. Compliance value: prevents the $500K+ penalty for sanctioned entity payment.

11. Inventory Reconciliation

What the bot does: Extracts inventory counts from WMS, compares to ERP inventory records, identifies discrepancies above threshold, generates variance report by location and SKU, posts adjusting entries for approved variances, triggers cycle count requests for unresolved variances. Automation rate: 85-90%. Measured ROI: Weekly reconciliation from 8 hours to 30 minutes. Variance detection from monthly to daily. $150K-300K/year in prevented inventory shrinkage through faster detection.

12. Shipping Document Processing

What the bot does: Processes inbound shipping documents: extracts data from bills of lading, packing lists, and customs declarations. Validates against PO and expected shipment. Updates TMS/WMS with shipment status. Flags discrepancies (quantity mismatch, unauthorized substitution, damage noted). Automation rate: 65-75% (document format variation requires Document AI for higher rates). Measured ROI: $100K-200K/year for organizations receiving 1,000+ shipments monthly.

Customer Service: 4 Use Cases

13. Customer Data Updates

What the bot does: Processes customer change requests (address, contact, billing) submitted via form, email, or portal. Validates new information format. Updates CRM, billing system, and shipping system simultaneously. Sends confirmation to customer. Logs change for audit trail. Automation rate: 90-95%. Measured ROI: Update processing from 24 hours to instant. $60K-120K/year in reduced service agent time. Eliminates the "I updated it in CRM but forgot the billing system" data inconsistency.

14. Order Status Inquiry Response

What the bot does: Receives order status inquiry (email, chat, or ticket). Extracts order number. Looks up current status in OMS/TMS. Composes response with: current status, expected delivery, tracking link. Sends response. If issue detected (delay, exception), escalates to service agent with context pre-populated. Automation rate: 80-85%. Measured ROI: Response time from 4 hours to 2 minutes. 70% reduction in status inquiry call volume. $150K-300K/year for high-volume e-commerce operations.

15. Refund Processing

What the bot does: Receives approved refund request. Validates refund amount against original transaction. Checks refund policy (within return window, product condition). Processes refund through payment gateway. Updates order status. Sends confirmation email. Logs for financial reconciliation. Automation rate: 85-90%. Measured ROI: Refund processing from 3-5 days to same-day. Customer satisfaction improvement from faster resolution. $80K-150K/year.

16. Account Closure Processing

What the bot does: Processes account closure requests: verifies identity, checks for outstanding balances, processes final billing, disables account access across systems, archives data per retention policy, sends closure confirmation with final statement, triggers win-back workflow (30-day delay). Automation rate: 85-90%. Measured ROI: Processing from 5-7 days to 24 hours. Consistent data retention compliance (manual process often skips archival steps). $40K-80K/year.

IT Operations: 4 Use Cases

17. User Access Management

What the bot does: Processes access requests from ticketing system. Validates approval chain. Provisions access in Active Directory, application-specific systems, and VPN. Applies role-based access templates. Logs access grant for audit. Sends confirmation to requestor. Processes access revocation on role change or termination. Automation rate: 90-95%. Measured ROI: Provisioning from 2-3 days to 1 hour. Critical audit value — every access grant documented with approval chain. $100K-200K/year for organizations with 2,000+ users.

18. Server Monitoring and Restart

What the bot does: Monitors server health metrics (CPU, memory, disk, service status). When threshold exceeded: checks if the issue is transient (wait 5 minutes, recheck). If persistent: attempts automated remediation (restart service, clear temp files, rotate logs). If unresolved: creates incident ticket with diagnostic information. Automation rate: 70-80% (complex issues require human investigation). Measured ROI: MTTR reduction from 45 minutes to 5 minutes for automated resolutions. $80K-150K/year in reduced downtime cost and after-hours support.

19. Password Reset Automation

What the bot does: Receives password reset request via self-service portal. Verifies identity (MFA, security questions). Resets password across linked systems (AD, email, VPN, applications). Sends temporary password via secure channel. Forces password change on next login. Logs reset for security audit. Automation rate: 95%+. Measured ROI: 30-40% of helpdesk ticket volume is password resets. $50K-100K/year in reduced helpdesk workload. User productivity: reset in 2 minutes vs. 30-minute helpdesk wait.

20. Software License Compliance

What the bot does: Scans installed software inventory across endpoints. Compares against purchased licenses. Identifies: unlicensed software (compliance risk), unused licenses (cost waste), and approaching license renewal dates. Generates compliance report for IT asset management. Triggers procurement for approaching renewals. Automation rate: 85-90%. Measured ROI: Prevents $200K-500K/year in audit-triggered true-up costs. Recovers $50K-100K/year in unused license costs.

Compliance & Legal: 4 Use Cases

21. KYC Document Collection

What the bot does: Sends document requests to new customers (ID, proof of address, beneficial ownership). Tracks submission status. Validates document completeness (all required documents present). Routes to compliance analyst for review. Sends reminders for outstanding documents. Logs collection timeline for regulatory reporting. Automation rate: 75-80%. Measured ROI: KYC completion time from 10 days to 3 days. 100% consistent collection (manual process often misses documents). Regulatory value: prevents the $100K+ fine for incomplete KYC files.

22. Regulatory Report Generation

What the bot does: Extracts data from source systems per regulatory template. Validates completeness and cross-checks between fields. Formats into required regulatory format (XML, XBRL, fixed-width). Generates supporting documentation. Routes for review and approval before submission. Automation rate: 85-90%. Measured ROI: Report preparation from 5 days to 1 day. Error rate from 8% to 0.5%. Regulatory value: prevents late filing penalties ($10K-100K per report depending on jurisdiction).

23. Contract Data Extraction

What the bot does: Reads executed contracts (PDF). Extracts key terms: parties, effective date, term length, auto-renewal clause, termination notice period, payment terms, SLA commitments, liability caps. Populates contract management system. Flags approaching renewal dates. Automation rate: 60-70% (pure RPA), 85-90% (with Document AI). Measured ROI: Contract data entry from 30 minutes to 5 minutes per contract. $80K-150K/year for organizations managing 2,000+ contracts. Prevents missed renewal deadlines that auto-renew unfavorable terms.

24. Sanctions and PEP Screening

What the bot does: Screens customers, vendors, and counterparties against OFAC SDN list, EU sanctions list, UN sanctions, and PEP databases. Runs on schedule (daily for existing relationships) and on-demand (new relationships). Flags matches for compliance review. Generates screening documentation for regulatory examination. Automation rate: 90-95%. Measured ROI: Screening from selective (manual = high-risk only) to universal (every relationship screened). Compliance value: prevents the $1M+ penalty for sanctioned party transactions.

ROI Summary Across 24 Use Cases

FunctionUse CasesAvg Automation RateAnnual ROI Range
Finance480-90%$750K-$1.4M
HR485-92%$340K-$620K
Procurement475-87%$550K-$1.0M
Customer Service485-92%$330K-$650K
IT Operations480-90%$430K-$850K
Compliance478-88%$390K-$850K

Selecting Your First 5 Automations

From these 24 use cases, select your first 5 using the scorecard from the beginning of this guide. Prioritize: highest score (volume × rules-based × structured × stable), highest ROI (financial impact × automation rate), and broadest organizational impact (visible wins that build momentum for the automation program).

For most enterprises, the first 5 are: invoice processing (highest volume, proven ROI), employee onboarding (high visibility, cross-system), user access management (IT wins buy credibility), order status inquiry (customer-facing improvement), and bank reconciliation (finance team champion, month-end impact). These 5 deliver measurable ROI within 3 months, build organizational confidence in automation, and establish the patterns for scaling to 20+.

The Xylity Approach

We implement RPA starting from use case assessment — not vendor selection. The scorecard identifies your highest-value automation candidates. We build the first 5 bots using production-grade design patterns, establish governance, and deploy the CoE that scales the program. Our automation specialists work alongside your team from use case analysis through production operations.

Continue building your understanding with these related resources from our consulting practice.

Find Your Highest-Value Automations

24 proven use cases across 6 functions — scored by automation potential, measured by ROI, prioritized for your first 5 bots.

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