Mash AI
Banking & Financial Services Agent−Cost

Debt Collection Agent

Recovers what's owed, respectfully.

Runs outreach and reminders tuned to each borrower's history and repayment pattern, escalating only the accounts that genuinely need it. Your team moves from doing the work to reviewing the exceptions.

Debt Collection Agent−Cost
In
  • Live event streams
  • Historical data
  • Policy & rules
agent
Out
  • Exception flags
  • Structured records
  • Drafted communications
Collections & recoveries teams100% audit
−Cost
Headline result
0×
Complex loans per officer
0 wks
Typical time to live
The problem

Why this work breaks at scale.

Copy, paste, reconcile, repeat, across tools that don't talk. Expensive, inconsistent run to run, and hard to audit later.

With Debt Collection Agent: healthier collection cycles.
Capabilities

What the Debt Collection Agent does for your team.

01

Improves with feedback

Reviewer corrections feed back into evaluation, tightening accuracy on your data over each cycle.

02

Writes a complete audit trail

Every step is timestamped and reversible, giving you 100% coverage for internal review and external audit.

03

Scores and prioritises

Ranks work by risk, value, and urgency so the queue reflects what actually needs attention first.

04

Deterministic where it matters

Regulated or high-stakes steps follow fixed, testable workflows, generative help is reserved for drafting and ideation.

How it works

From first account to collections, one customer view.

01

Ingest

Pulls in the relevant records and documents the moment they arrive.

02

Extract & validate

Structures the data and checks it against your rules and reference masters.

03

Decide or draft

Resolves the routine case or prepares a recommendation for review.

04

Post & log

Commits the outcome to your system of record with a full audit trail.

Inputs
  • Live event streams
  • Historical data
  • Policy & rules
  • Reference masters
Outputs
  • Exception flags
  • Structured records
  • Drafted communications
  • Posted transactions
Fits your stack

Deployed into the systems you already run.

No rip-and-replace. The Debt Collection Agent connects to your existing banking & financial services tooling and writes back to your system of record.

FinacleTemenos T24FLEXCUBEMurexSalesforce FSCBloombergVector DBClient Graph
In production

Deployed for Collections & recoveries teamshealthier collection cycles.

See a case study
Questions

The practical details.

Yes. You own 100% of the IP, code, and documentation. There is no platform lock-in and the full system transfers to your team.

It integrates with the banking & financial services systems you already run, Finacle, Temenos T24, FLEXCUBE and more, with no rip-and-replace.

A first version typically runs against your own data within weeks, the first agent can be live in as little as 48 hours, with full deployment in two to eight weeks.

No. It removes the low-judgment, repetitive work and routes anything consequential to a person with the context attached, so your team spends time where judgment actually pays off.