Mash AI
Insurance Agent↑ Loss ratio

Risk & Guideline Validation

Every applicant, checked before you bind.

Cross-references applicant data against your underwriting guidelines and risk appetite in real time, flagging the cases that shouldn't slip through. Autonomous on the routine, deferential on anything that needs a person.

Risk & Guideline Validation↑ Loss ratio
In
  • Documents & forms
  • System records
  • Email & chat
agent
Out
  • Structured records
  • Scored recommendations
  • Posted transactions
Underwriting & risk teams100% audit
↑ Loss ratio
Headline result
0%
Claim data-entry errors
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 Risk & Guideline Validation: better loss ratios.
Capabilities

What the Risk & Guideline Validation does for your team.

01

Reads what you already have

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

02

Explains every decision

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

03

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.

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

Quote, bind, and pay, without the swivel-chair.

01

Listen

Watches the queue, inbox, or event stream for new work to pick up.

02

Analyse

Cross-references each item against policy, history, and live context.

03

Recommend

Surfaces a scored recommendation with the evidence behind it.

04

Hand off

Acts autonomously below threshold; routes to a person above it.

Inputs
  • Documents & forms
  • System records
  • Email & chat
  • Reference masters
Outputs
  • Structured records
  • Scored recommendations
  • Posted transactions
  • Exception flags
Fits your stack

Deployed into the systems you already run.

No rip-and-replace. The Risk & Guideline Validation connects to your existing insurance tooling and writes back to your system of record.

GuidewireDuck CreekSalesforceSAPVector DBDocument AI
In production

Deployed for Underwriting & risk teamsbetter loss ratios.

See a case study
Questions

The practical details.

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.

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.

It integrates with the insurance systems you already run, Guidewire, Duck Creek, Salesforce and more, with no rip-and-replace.

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