Finance & Operations

AR / Collections Agent

Watches accounts receivable, runs dunning sequences, negotiates payment plans, flags risk early.

Features

5

Tech

11

Steps

5

AI Agent

AR / Collections Agent

Production-readyObservable
OpenAI GPT-5
Anthropic Claude 4.7
Stripe

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

Dunning sequences

Multi-touch reminders by email, SMS, WhatsApp, call.

Feature 02

Tone-aware escalation

Friendly at 5 days late, firm at 30, legal at 60.

Feature 03

Payment plan negotiation

Offers structured plans within your approved range.

Feature 04

Risk scoring

Predicts which customers are likely to pay (or not).

Feature 05

Bookkeeping sync

Status flows back into your accounting system.

Stack

11 technologies we use

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

OpenAI GPT-5Anthropic Claude 4.7StripeQuickBooksXeroNetSuiteTwilioResendSendGridWhatsApp Business APIPostgreSQL

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

AR / Collections Agent

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

Tools the agent calls

OpenAI GPT-5Anthropic Claude 4.7StripeQuickBooksXeroNetSuite+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

    AR snapshot

    Pull current AR and aging report.

  2. 02

    Sequence design

    Codify your collections playbook (tone + cadence).

  3. 03

    Pilot accounts

    Run on 20 overdue accounts; track response.

  4. 04

    Full rollout

    Automate sequences across the AR book.

  5. 05

    Continuous tuning

    Adjust based on collection rates and customer feedback.

Outcomes

What you can expect

Real numbers we see when AR / Collections 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 AR / Collections 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 AR / Collections 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 AR / Collections 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