💰 Debt collection automation

Debt-collection / AR autopilot

Runs compliant outreach and negotiates plans — a manager signs legal escalation and settlements.

Head of collections / ARbuys it $13.5–16.1Bmarket 5 auto · 1 humanflow steps

What is debt collection automation?

Debt collection automation is accounts-receivable (AR) automation run end to end by an AI autopilot — a flow of agents and live connectors that handles intake, processing and a recommended decision, then escalates the judgment calls to Collections manager / licensed attorney. Collections is high-volume, script-driven outreach gated by FDCPA / Reg F / TCPA — where one mistimed automated contact is a class-action vector. The autopilot does the volume; a qualified human signs anything irreversible, with a built-in compliance reviewer and a tamper-evident audit trail. Common questions ↓

The problem

Collections is high-volume, script-driven outreach gated by FDCPA / Reg F / TCPA — where one mistimed automated contact is a class-action vector.

What you get

Accounts are segmented and worked with compliant, logged outreach and self-serve payment plans; only legal escalation, settlements and disputed debts reach a manager, who signs.

The flow

Intake to outcome. 🤖 steps run automatically; 🧑‍⚖️ steps are where a named human signs off the judgment calls.

  1. 1
    🤖 Segment delinquent accounts and pull balances and credit data
    agent intake · Receivables ledgerCredit bureau
  2. 2
    🤖 Run compliant omnichannel outreach within Reg F / TCPA limits
    agent outreach · Compliant outreach (dialer/SMS)
  3. 3
    🤖 Validate disputes, check FDCPA / FCRA rules, and propose a plan or settlement
    agent compliance · Receivables ledger
  4. 4
    🧑‍⚖️ A collections manager / attorney signs legal escalation, settlement, or disputed-debt validation Human checkpoint
    Collections manager / licensed attorney
  5. 5
    🤖 Execute the approved settlement / payment plan and post the payment ⚠ Irreversible · high blast
    agent execute · Payment railsReceivables ledger
  6. 6
    🤖 Report to bureaus accurately and log every contact for defense
    agent monitor · Credit bureau

Agents & tools

  • Receivables ledger stub → ERP AR
  • Credit bureau stub → Experian
  • Compliant outreach (dialer/SMS) ● live · Twilio
  • Payment rails stub → ACH

1 of these run live on real data — keyless by default; the rest are sandbox stubs that flip to the real provider the moment you add credentials.

Human checkpoints

  • Collections manager / licensed attorney — A collections manager / attorney signs legal escalation, settlement, or disputed-debt validation

The autopilot escalates the judgment calls to a qualified human — the rest is straight-through.

Why it's safe to let it run

Every autonomous decision is logged — who · what · confidence. Signed human checkpoints and a built-in compliance reviewer enforce the rails, so the outcome holds up to an audit, not just a demo. Every irreversible action runs only after a human signs — the autopilot does the volume, never the point of no return on its own.

🧑 Accountable owner: Collections manager / licensed attorney — one person answers for what this autopilot does.

Debt collection automation — frequently asked

What is debt collection automation?
Debt collection automation uses AI agents plus live connectors to run accounts-receivable (AR) automation end to end — intake, processing and a recommended decision. Collections is high-volume, script-driven outreach gated by FDCPA / Reg F / TCPA — where one mistimed automated contact is a class-action vector. The autopilot does the volume; Collections manager / licensed attorney signs the judgment calls.
How does debt collection automation work?
GreatCTO's collections autopilot runs a flow of 6 steps — intake → process → decide → deliver. Every irreversible action pauses at a human checkpoint where Collections manager / licensed attorney signs; nothing irreversible runs autonomously. Every decision is logged with who, what, evidence and confidence.
Does the AI replace Collections manager / licensed attorney?
No. The autopilot automates the high-volume, reversible work and escalates the calls that carry liability to Collections manager / licensed attorney, who signs each one. It is human-in-the-loop by construction, not full autonomy — built for the compliance the function requires.
What does debt collection automation cost?
GreatCTO is open source (MIT) and self-hosted — there is no GreatCTO licence fee. You bring your own LLM key and pay cents per outcome against a human baseline that is 50–100× more. The collections market is $13.5–16.1B.

Related autopilots

Same buyer, adjacent function — the connectors and compliance packs are shared.

📒
Bookkeeping & close autopilot
Books entries, reconciles and closes the month — segregation of duties enforced, a controller signs the close.
$50–80B marketOpen ↗
🧾
Tax-prep autopilot
Prepares returns and classifies positions — a credentialed preparer signs before anything is filed.
$30–35B marketOpen ↗
💵
Payroll-processing autopilot
Runs gross-to-net, withholds and funds pay — a payroll manager (CPP) signs the run before money moves.
$5.8B marketOpen ↗
Start your collections autopilot Compare all autopilots ↗