Mash AI
Banking & Financial Services Agent+Acc.

Fraud Agent

Catches the signal before the money moves.

Scores transactions for fraud and risk in flight and shows the exact signal behind every flag, so investigators act on evidence rather than hunches. Your team moves from doing the work to reviewing the exceptions.

Fraud Agent+Acc.
In
  • Email & chat
  • Historical data
  • Documents & forms
agent
Out
  • Drafted communications
  • Audit-ready evidence
  • Exception flags
Risk & financial-crime teams100% audit
+Acc.
Headline result
0%+
Outsourcing spend cut
0 wks
Typical time to live
The problem

Why this work breaks at scale.

It burns senior time on low-judgment steps and leaves no clean trail of why each call was made.

With Fraud Agent: more true hits, fewer false alarms.
Capabilities

What the Fraud Agent does for your team.

01

Human-in-the-loop by design

Routine cases run end-to-end; anything above your confidence or value threshold is routed to a person with the full context attached.

02

Writes a complete audit trail

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

03

Reads what you already have

Ingests documents, records, and messages in the formats your banking & financial services stack produces, no clean-room data prep required.

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
  • Email & chat
  • Historical data
  • Documents & forms
  • Reference masters
Outputs
  • Drafted communications
  • Audit-ready evidence
  • Exception flags
  • Posted transactions
Fits your stack

Deployed into the systems you already run.

No rip-and-replace. The Fraud 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 Risk & financial-crime teamsmore true hits, fewer false alarms.

See a case study
Questions

The practical details.

Every action is logged, reversible, and traceable to source, giving you 100% audit coverage. The platform is SOC 2 compliant and deployable in your private cloud or on-prem.

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.

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

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.