‹ Real World Examples
Precomputed example · Insurance

What a Claims department becomes

The same tasks, redistributed. Agents pick up the repeatable work, the roles that remain rebundle around judgment and oversight, and a few new roles appear to keep the agents honest. Nothing here is a headcount cut. It is a picture of where the work goes.

Automate: agents run it, people audit by exceptionAugment: person plus agent, the re-skilling surfaceHuman-only: judgment, empathy, accountability
Pane 1

Workflow Reimagined

Each workflow splits into agent-led stages and human-led stages, with the handoffs your team keeps between them.

Claims Investigation and Adjustment

4Agent-led
1Human-led
4Handoffs
Pane 2

Workforce Reimagined

One card per role. Open a card to see which tasks move to agents, what new work the redesign creates, and how the role rebundles.

Auto Adjuster
8 to agents
Tasks moving off the role
  • Apply knowledge of auto physical damage to adjust claims.
  • Identify, measure, monitor, and control risks associated with business activities in accordance with risk and compliance policies and procedures.
  • Identify coverage concerns and review prior loss history.
  • Gather information from police reports, recorded statements, and witness statements to determine liability.
  • Document damage evaluation, investigation findings, negotiation actions, and settlement decisions.
  • Apply knowledge of P&C insurance products, policy contracts, coverages, and internal claims handling procedures.
  • Determine when to create Special Investigation Unit (SIU) referrals.
  • Communicate with members, business partners, and claimants through multiple channels, including digital tools, to drive timely resolutions.

The role shifts from technical adjustment and evidence gathering to high-touch exception handling and catastrophe response, as the core investigation and valuation engine is now agent-native.

Motor Claims Advisor
8 to agents
Tasks moving off the role
  • Advise customers on insurance claim options in line with Motor Claims Framework (MCF) and GIA guidelines.
  • Prepare accurate accident repair estimates and supplementary estimates when required.
  • Verify customer details, update records, and maintain detailed case history including photos and reports.
  • Finalize and close insurance invoices promptly.
  • Follow up on unclosed cases for settlement.
  • Liaise with internal departments to minimize vehicle downtime and ensure smooth workflow.
  • Issue job sheets and repair orders.
  • Handle internal jobs and fleet repairs.

The role is stripped of administrative and estimate-related tasks, focusing exclusively on physical vehicle handover and vendor negotiations that require human presence.

Claims Processor
8 to agents
Tasks moving off the role
  • Monitor daily reports outlining workflow and processing needs.
  • Obtain, prepare, and approve invoices for claim filing.
  • Assess invoices to minimize losses and financial exposure to the bank.
  • Research loan history for advances and deposits.
  • Review and consult with the Mortgage Insurance department regarding refunds.
  • Determine whether refunds are needed.
  • Upload required documentation into investor systems concerning advances or credits to accounts.
  • Monitor loans for incoming claim funds.

Processing tasks are fully absorbed by the Payment Execution & Audit Closure agent, leaving only the non-candidate communication tasks with external legal and utility entities.

Complex Claims - TPA Oversight
6 to agents
Tasks moving off the role
  • Identify and evaluate coverage issues.
  • Prepare comprehensive coverage letters with supervisory review and analysis.
  • Coordinate vendor referrals for additional investigation.
  • Coordinate vendor referrals for litigation management.
  • Monitor reserve accuracy throughout the life of the claim.
  • Control independent adjuster costs.

The role evolves into a legal and strategic oversight function, focusing on counsel direction and high-level business partner communication while the agent handles coverage evaluation and reserve monitoring.

Catastrophe Claims Advisor
9 to agents
Tasks moving off the role
  • Set up appraisals for claims.
  • Assign contractors to claims.
  • Generate financial transactions related to claims.
  • Finalize settlements in a timely manner.
  • Review inspection reports and estimates to confirm damages are related to the loss.
  • Determine when additional inspection is needed.
  • Follow up with customers on claim status.
  • Adjust claims quickly and accurately in accordance with policy coverage.
  • Leverage external vendors when appropriate.

The role transitions from operational adjustment to high-level customer reconciliation and complex cause-of-loss support, as the agent manages the transaction and appraisal pipeline.

Property Adjuster Specialist - Field
4 to agents
Tasks moving off the role
  • Identify, measure, monitor, and control risks associated with business activities in accordance with risk and compliance policies and procedures.
  • Maintain accurate, thorough, and current claim file documentation throughout the claims process.
  • Identify and resolve discrepancies in claim information.
  • Use estimating technology platforms and virtual inspection tools to prepare claims estimates.

The role focuses on physical inspections and high-complexity legal/jurisdictional challenges, while the agent handles the documentation and risk monitoring layers.

New roles the redesign creates

Settlement Authority Lead

Seeded from Property Adjuster Specialist - Field, Auto Adjuster
  • Collaborate with management to determine settlement amounts outside authority limits.
  • Develop settlement recommendations for claims outside authority limits.
  • Handle higher-complexity claims and additional work outside normal duties as needed.
  • Adjust complex claims involving attorney participation.
Pane 3

Balance Sheet Reimagined

The redesign as a ledger: what moved, what is new, and how each role's task load nets out.

6
Roles that rebundle
1
New roles created
43
Tasks moving to agents
RoleTo agentsNew workNet change
Auto Adjuster80-8
Motor Claims Advisor80-8
Claims Processor80-8
Complex Claims - TPA Oversight60-6
Catastrophe Claims Advisor90-9
Property Adjuster Specialist - Field40-4
How this was built
  • Roles and tasks come from our task corpus, not from any one company. The classifier is the same one behind Explore.
  • The redesign was generated and validated offline, then committed as a fixed example. It is industry-generic and carries no company-specific or tenant data.
  • Headcount is left out on purpose. This shows where work goes, not how many people do it.
  • In a tenant, the same engine runs on your own department, and every move is a proposal your team accepts or edits before anything changes.