40-70% less manual AP work
Reduce repetitive invoice handling and keep humans on exceptions
Finance Operations
Your AP team shouldn’t need five systems and three email threads to process one invoice.
Manual AP, invoice processing, and spreadsheet-heavy reporting consume finance capacity that should go toward control and visibility. I help CFOs and Controllers identify the workflows where AI and automation reduce work without breaking auditability.
Where finance automation usually fails
The issue is rarely the model. It is usually exception handling, weak control points, or rules that only work in the demo.
AP automation fails when exceptions live outside the workflow and still need manual review in email
Approval routing breaks when thresholds and routing logic are spread across people instead of systems
Duplicate detection misses problems when vendor data is inconsistent or payment steps are not integrated
Reporting still depends on manual exports because no one trusts the source-of-truth layer
Controls weaken when teams automate the routine cases but leave the exception path undocumented
Adoption stalls when AP, finance, and ops do not agree on who owns each handoff
What I look for first
- High-volume invoice flows where the same vendor formats repeat every week
- Approval chains that already follow rules but still rely on inbox triage
- Duplicate-payment risk that can be reduced with controls before money leaves the system
- Payout and reconciliation work that scales linearly with transaction volume
- Month-end reporting that still depends on manual exports and spreadsheet cleanup
- Finance teams adding headcount because the workflow has not been redesigned
- Auditability requirements that make “just automate it” an incomplete answer
Where AI can help
Start with the workflows that are repetitive, rule-based, and expensive to touch by hand.
- Start with invoice extraction when formats are repetitive and line items are structured enough to parse reliably
- Automate approval routing when business rules already exist and the bottleneck is human triage
- Detect duplicates before payment when vendor records and controls can be wired into the flow
- Automate payout reconciliation and exception handling when the exception rate is manageable
- Replace month-end spreadsheet pulls with trusted reporting from one reporting layer
- Connect ERP, banking, and document systems so the workflow does not depend on copy-paste
- Use AI to reduce repetitive AP work, but keep humans on the true exception path
Typical outcomes
Executives buy outcomes, not automation for its own sake.
Faster month-end close
Replace spreadsheet stitching with trusted workflows and cleaner inputs
Fewer duplicate payments
Build controls that catch avoidable errors before money leaves the system
Better audit trail
Keep approval logic, exceptions, and controls visible end to end
What the assessment includes
The AI Opportunity Assessment for finance teams maps your highest-ROI opportunities across AP, approvals, payouts, and reporting, with the controls and dependencies laid out clearly.
- Current workflow review across AP, approvals, payouts, and reporting
- Exception rate and handoff analysis
- ROI estimates tied to labor cost, cycle time, and control improvements
- Prioritized implementation roadmap
- Build-vs-buy recommendations for AP and document automation
- Vendor and tooling recommendations
- Data and integration requirements with ERP and banking systems
- 90-day implementation plan
Why I can speak to finance operations
These are systems I helped build and ship, not abstract finance concepts.
Accounts Payable Automation
Reduced manual invoice processing with an LLM-powered workflow that parsed invoices, detected duplicates, routed approvals, and surfaced payout anomalies before payment.
- $150K annual savings
- Invoice parsing
- Duplicate detection
- Approval routing
- Payout controls
Payout Processing Acceleration
Redesigned payout workflows and automated reconciliation so exceptions surfaced before release, improving processing speed while preserving auditability and reducing manual errors.
- 99% faster processing
- Reconciliation automation
- Better auditability
Finance Workflow at Scale
Built platforms supporting $120M+ in annual payments with controls, approval logic, and reporting visibility for finance leadership, so the team could manage volume without losing the audit trail.
- $120M+ payments
- Approval workflows
- Executive visibility
Find the AP and payout workflows worth automating first.
Start with a practical roadmap and control-aware ROI estimates before committing to a full implementation.