DiscvrAI

Customer & ATM Operations

Insurance Claims Document Agent

Turn claim documents into structured decisions, not backlog.

Target outcome: Faster claims decisions

The business problem

>10% ops efficiency on dispute resolution

Claims officers read the same document types repeatedly while turnaround and customer callbacks suffer.

What we deploy

Insurance Claims Document Agent

Reads motor and health claim forms, survey reports, garage invoices, and medical documents; validates against policy rules; routes by confidence.

How this agent runs

Every agent follows the same operating loop on your stack: audit the evidence, decide with confidence scores, execute with human approval, and record results back to your systems.

Audit

Full coverage on the transactions and documents you choose: contracts, invoices, dispatches, disputes.

Decide

Confidence-scored recommendations with counterfactuals, tax feasibility, and policy rules applied first.

Execute

Human-in-the-loop for consequential actions. Agents prepare; your team approves.

Record

Clean results posted back to your ERP, WMS, or operational systems with a full audit trail.

What we need from you

Data and systems

  • Sample dispute queues with journals, slips, or document bundles

  • Business rules, SLA tiers, and routing policies per queue

  • Read-only access or secure file drops from core ops systems

Typical timeline

Evidence automation live on one queue in 8 to 12 weeks. Additional queues and dispute types roll in after baseline proof.

8 to 12 weeks on your exports and operational data. A defensible outcome number before you commit to rollout. We agree the baseline and success metric before deployment starts.

Key capabilities

Extract and cross-reference motor, health, and garage documents

Validate against policy rules with confidence per field

Route low-confidence cases with evidence pre-assembled

How we deploy it

8 to 12 weeks on your exports and operational data. A defensible outcome number before you commit to rollout. Same operating model on every agent: scope, deploy, measure, then scale or hand off.

Step 1

Scope

Agree one outcome, baseline KPI, and the exports or systems the agent will read.

Step 2

Deploy

Agent live on your ERP, WMS, or operational files within the engagement window.

Step 3

Measure

Track results against the baseline with named transactions and audit trails.

Step 4

Scale

Expand to adjacent modules or run independently. You own the code from day one.

Good fit if

  • Backlog grows in peak season despite temporary staff

  • Officers re-key data that arrived in PDF or scan

  • Audit asks for field-level lineage to source documents

Production module in the field

Claims Processing Automation

Case studies, module depth, and technical FAQs for the platform this agent runs on.

View Claims Processing Automation

Frequently asked questions

Ready to scope this agent?

8 to 12 weeks on your exports and operational data. A defensible outcome number before you commit to rollout.