Finance & Operations

Invoice Processing Agent

Extracts data from incoming invoices, matches to POs, flags discrepancies, posts to accounting.

Features

5

Tech

11

Steps

5

AI Agent

Invoice Processing Agent

Production-readyObservable
Mistral OCR
Unstructured.io
OpenAI GPT-5

Capabilities

What this agent does

Every capability is shipped end-to-end — not a feature flag. You get a working slice on day one and we expand from there.

Feature 01

OCR + structured extraction

Reads PDF, photo, and email-attached invoices.

Feature 02

3-way matching

Invoice + PO + receipt cross-check before approval.

Feature 03

Duplicate detection

Catches the same invoice submitted twice.

Feature 04

Approval routing

Sends to the right approver based on amount and dept.

Feature 05

Accounting sync

Posts directly to QuickBooks, Xero, NetSuite, SAP.

Stack

11 technologies we use

Production-tested tools chosen for reliability, observability, and developer velocity. Every piece is swappable.

Mistral OCRUnstructured.ioOpenAI GPT-5Anthropic Claude 4.7QuickBooks APIXero APINetSuiteSAPStripePostgreSQLInngest

System at a glance

How the agent flows

A simplified view of what comes in, what the agent does with it, and what it produces. Each arrow is observable end-to-end.

Inputs

Transaction / invoicePolicy + COABank + accounting feed

Agent

Invoice Processing Agent

Plan → tool-call → reflect, with approval gates.

Tools the agent calls

Mistral OCRUnstructured.ioOpenAI GPT-5Anthropic Claude 4.7QuickBooks APIXero API+5 more

Outputs

GL entryApproval routingForecast update
Every step traced in Langfuse / Braintrust · cost + latency monitored · full replay on failure · human-in-the-loop where it matters

Engagement

How we roll it out

A 5-step process from kickoff to handover. Every step has a deliverable you can sign off on.

  1. 01

    Vendor catalogue

    Map known vendors and their invoice formats.

  2. 02

    Approval rules

    Codify amount thresholds and routing logic.

  3. 03

    Pilot 100 invoices

    Manual review of extraction quality.

  4. 04

    Tiered auto-approve

    Trusted vendors + small amounts auto-flow.

  5. 05

    Monthly close support

    Acceleration metrics shared with finance.

Outcomes

What you can expect

Real numbers we see when Invoice Processing Agent ships on top of an actual workflow. Specifics vary with starting baseline, data quality, and scope — but these are the ranges.

Outcome 01

10d → 3d

Close acceleration

Monthly close compresses as bookkeeping moves from manual to exception-based.

Outcome 02

Days → minutes

Invoice cycle time

Per invoice — extraction, matching, routing, posting.

Outcome 03

+12%

Collection rate

Tone-aware, multi-touch dunning sequences outperform manual.

Sample use cases

What this looks like in practice

Three concrete scenarios where teams deploy Invoice Processing Agent today. Your engagement starts with one of these (or your own variant) and expands from there.

01

AP automation end-to-end

Vendor emails an invoice — extracted, matched to PO, routed for approval based on amount + dept, posted to QuickBooks, paid on terms. Finance reviews exceptions only.

02

Friendly collections that actually work

Overdue invoices trigger a multi-touch sequence — friendly at 5 days, firm at 30, payment-plan offer at 60 — with tone tuned to your brand.

03

Live cash forecast

Bank + AR + AP + payroll merged into one weekly cash position with scenarios — CFO sees the runway impact of any decision in seconds.

Typical engagement

From kickoff to live in 4-8 weeks

Most Invoice Processing Agent engagements follow this shape. We give you a firm quote after a 30-minute scoping call, and the price is fixed up-front so you can budget.

2-3 weeks

Pilot

  • Discovery + playbook write-up
  • Tool design + guardrails
  • Eval suite + sandbox deploy
Core

2-4 weeks

Production

  • Hardened deploy on your stack
  • Observability dashboard + alerts
  • Two-week supervised mode

Ongoing

Handover & support

  • Runbook + team training
  • Monthly tuning + eval review
  • Pause or expand any time

Indicative range

$2,500 — $7,500

Full project, scoped + fixed up-front. Includes pilot, production, and 30 days of post-launch support.

Or hire us by the week

from $900/wk

Embedded retainer — best for evolving scopes.

Ready to ship Invoice Processing Agent?

Tell us about your data, your tools, and what success looks like. We come back within one business day with a clear plan, price, and timeline.

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Ready to ship the software your business actually runs on?

Tell us what you're building. We respond within one business day with a clear plan, price, and timeline.

16 industry CRMs shipped96+ clients · 14 countriesRemote-first · Global delivery