Mash AI
Banking & Financial Services Agent

Investment Research

Thematic notes on demand, with the numbers.

Thematic notes on demand, with the numbers. Produces fund updates and thematic research with the quant backing to inform allocation against benchmarks, drafted in minutes, not days. Every action scored, logged, and reversible.

Investment Research
In
  • System records
  • Policy & rules
  • Third-party feeds
agent
Out
  • Structured records
  • Scored recommendations
  • Posted transactions
Private banks & wealth desks100% audit
Headline result
5d → 1d
Time to open an account
0 wks
Typical time to live
The problem

Why this work breaks at scale.

Done by hand, it's slow, error-prone at volume, and gets pricier with every head you add. The bottleneck is the swivel-chair between systems, not effort.

With Investment Research: sharper research, sooner.
Capabilities

What the Investment Research does for your team.

01

Explains every decision

Each output ships with its reasoning and the source it drew from, so a reviewer can confirm rather than re-derive.

02

Scores and prioritises

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

03

Escalates cleanly

Knows the edge of its competence and hands off without losing a single line of context.

04

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.

How it works

From first account to collections, one customer view.

01

Intake

Captures the request and assembles everything needed to act on it.

02

Reason

Runs the deterministic checks first, then applies judgment where it helps.

03

Execute

Completes the task across the connected systems in one pass.

04

Report

Returns the result, the rationale, and the trail in one place.

Inputs
  • System records
  • Policy & rules
  • Third-party feeds
  • Email & chat
Outputs
  • Structured records
  • Scored recommendations
  • Posted transactions
  • Exception flags
Fits your stack

Deployed into the systems you already run.

No rip-and-replace. The Investment Research 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 Private banks & wealth deskssharper research, sooner.

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.