DiscvrAI

Finance & AP Operations

Invoice Match Agent

Near-instant PO/GRN three-way matching with an audit-ready trail.

Target outcome: Cut manual AP effort

The business problem

Cut manual AP effort, close audit gaps

AP teams manually match PO, GRN, and invoice lines while the queue grows. Exceptions are the norm; clean matches are the exception.

What we deploy

Invoice Match Agent

Vendor onboarding through payment on one platform: automated matching, query resolution, and reconciliation without scaling AP headcount.

How this agent runs

Every agent follows the same operating loop on your stack: audit the evidence, decide with confidence scores, execute with human approval, and record results back to your systems.

Audit

Full coverage on the transactions and documents you choose: contracts, invoices, dispatches, disputes.

Decide

Confidence-scored recommendations with counterfactuals, tax feasibility, and policy rules applied first.

Execute

Human-in-the-loop for consequential actions. Agents prepare; your team approves.

Record

Clean results posted back to your ERP, WMS, or operational systems with a full audit trail.

What we need from you

Data and systems

  • ERP vendor master and open PO/GRN/invoice samples
  • AP workflow rules, approval thresholds, and exception policies
  • Historical match exceptions for baseline triage accuracy

Typical timeline

Pilot matching on a vendor subset in 8 to 12 weeks. Full AP queue coverage scales module by module after sign-off.

8 to 12 weeks on your exports and operational data. A defensible outcome number before you commit to rollout. We agree the baseline and success metric before deployment starts.

Key capabilities

Near-instant three-way matching with full document lineage

Automated query resolution for quantity and price mismatches

Audit-ready trail from vendor master through payment

How we deploy it

8 to 12 weeks on your exports and operational data. A defensible outcome number before you commit to rollout. Same operating model on every agent: scope, deploy, measure, then scale or hand off.

Step 1

Scope

Agree one outcome, baseline KPI, and the exports or systems the agent will read.

Step 2

Deploy

Agent live on your ERP, WMS, or operational files within the engagement window.

Step 3

Measure

Track results against the baseline with named transactions and audit trails.

Step 4

Scale

Expand to adjacent modules or run independently. You own the code from day one.

Good fit if

  • Headcount scales linearly with invoice volume
  • Month-end close waits on AP matching backlog
  • Auditors ask for evidence that takes days to assemble

Production module in the field

AP Automation

Case studies, module depth, and technical FAQs for the platform this agent runs on.

View AP Automation

Frequently asked questions

What matching does the Invoice Match Agent automate?+

PO, GRN, and invoice three-way matching with query resolution and reconciliation, from vendor onboarding through payment on one auditable platform.

Can it handle our existing vendor master?+

Yes. It aligns to your ERP vendor master and AP workflows rather than forcing a separate master-data migration.

What happens when a match fails?+

Failures route to the AP Exception Agent or a human with evidence assembled. Low-confidence cases are never silently auto-approved.

Which ERPs have you connected?+

SAP, Oracle, NetSuite, and Microsoft Dynamics are common. We integrate via APIs or secure exports depending on what your IT team prefers.

How do you measure success in a pilot?+

We baseline match rate, cycle time, and exception volume on a vendor subset, then track improvement weekly until leadership signs off on full rollout.

Ready to scope this agent?

8 to 12 weeks on your exports and operational data. A defensible outcome number before you commit to rollout.