How to Design Agentic AI Workflows for Insurance in the UAE

The claim must establish which policy applies to which loss

A claimant may submit an incident description, photographs, invoices and specialist reports at different times. Each item can be authentic while referring to a different date, damaged item or stage of repair. The insurer must establish the insured interest, policy period, applicable wording and reported event before it can judge what the evidence supports.

The case should preserve the source, date and object of every material fact. A later photograph may show additional damage without proving that the original event caused it. A repair invoice may establish cost without establishing coverage. This separation allows a claims professional to evaluate the evidence without allowing the workflow to turn one document into a conclusion it cannot support.

A chronology reveals missing and conflicting evidence

Claims evidence develops over time. The first notification may precede a survey, a contractor may begin urgent work before the adjuster visits and an endorsement may have changed the policy before the loss occurred. If the workflow reads only the latest document, it can hide the sequence that determines relevance.

The claim record should therefore identify when the event occurred, when each item was created, when the insurer received it and which policy or decision state existed at that time. It should preserve conflicts for review rather than choosing the most convenient version. The chronology shows the claims professional what remains unresolved and which additional evidence could resolve it.

Use the agent to prepare the review, not decide coverage

An agent can classify incoming material, link it to the verified claim, construct the chronology, retrieve the applicable policy wording and identify missing documents. It can also coordinate surveyor, medical or repair evidence and keep the case active while the insurer waits for a response.

Coverage interpretation, reserve changes, fraud referral, settlement and rejection remain with the claims roles authorised by the insurer. The agent may identify the clause and evidence that require attention, but it should not convert a similarity score or extracted phrase into an adverse customer decision. The review pack must allow the professional to trace every material statement to its source.

Treat a fraud indicator as a question, not a verdict

A repeated address, unusual invoice or inconsistent description may justify investigation. It does not by itself prove fraud. An aggressive rule can delay a genuine claimant, while a weak rule can allow avoidable leakage. These two errors create different customer, financial and regulatory consequences.

The workflow should record the indicator, comparison basis and additional evidence required. It should route the case through the insurer's documented fraud process and preserve professional judgement, peer review and the final reason. The customer-facing explanation must not present an unverified suspicion as fact.

Make the written reason match the actual decision path

A generated explanation can sound plausible while citing the wrong policy version or omitting the evidence that changed the decision. The insurer therefore needs the authorised disposition, applicable wording and reviewed evidence before it prepares a full or partial rejection explanation.

The workflow should generate the communication from that decision record and preserve the reviewer who approved it. If the claims professional changes the disposition, the explanation must update from the same record. This control prevents the insurer from producing a polished reason after the event that does not reflect how the claim was actually decided.

Test both missed concerns and unnecessary intervention

Evaluation should include wrong policy versions, missing endorsements, altered invoices, duplicate photographs, conflicting dates, incomplete ownership, sensitive medical information and genuine claims that resemble earlier fraud cases. The team should also vary loss severity and customer group where those conditions affect the process.

Reviewers must inspect the evidence pack, chronology, policy retrieval, referrals, authorised decision and customer explanation. They should report missed material concerns separately from false escalations because an average can conceal harm on either side. No automated score should be allowed to settle or reject the claim during the initial pilot.

Example: water damage after a policy endorsement

A business reports water damage to equipment and submits photographs, a contractor invoice and the current policy schedule. The current schedule contains an exclusion added by endorsement, but the reported event occurred two days before that endorsement took effect. One photograph was also created after emergency repairs began.

The agent verifies the policy period and endorsement date, constructs the event and evidence chronology and flags the later photograph as post-repair evidence. It retrieves the wording in force on the loss date and prepares the file for the claims professional. It does not apply the later exclusion or infer that the post-repair photograph proves the original extent of damage.

The claims professional determines coverage and the justified amount. The workflow records that authorised decision and prepares a communication that cites the applicable wording and evidence. The example succeeds because the agent improves preparation without deciding which loss the contract covers.

Pilot one claim type with known decisions

A controlled pilot should begin with one high-volume claim type that has clear evidence requirements and an established specialist route. Closed claims allow reviewers to recreate what evidence was available at each stage and compare the agent's review pack with the actual authorised decision. Shadow operation can then test live preparation without granting settlement or rejection authority.

Management should compare first-review completeness, missing material evidence, professional correction, false escalation, preparation time, customer contact and explanation fidelity. Results should be separated by claim complexity and material customer conditions. The comparison can show whether faster preparation preserves fair, traceable decisions.

How Marketways designs the claims workflow

Marketways reconstructs the selected claim route from first notification through evidence collection, professional review and authorised disposition. We define the claim and policy identity, chronology, evidence provenance, fraud-referral boundary, human authority and final-state record before designing the agent.

Marketways then builds the bounded workflow, controlled claim cases and decision scorecard. We provide technical review, analytical evaluation and implementation guidance. The insurer and its authorised professionals retain legal, regulatory, coverage, reserve, settlement and rejection responsibility.