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Insurance operations · Structured operations with high record volumes

AI System for Comparing Policies with Quotations and Applications

Differences in fields and cover across the quotation, application, policy and endorsement are presented in a comparison view. The policy operations specialist verifies the validity of a delayed endorsement and decides on acceptance, cover and premium.

Representative policy operations panel with a work queue, checks and an audit trail: policy and application variance queue
Policy and application variance queue Representative interface — contains no real data. Policyholder fields are coded. The panel does not decide insurance acceptance, cover, premium or rejection.

The problem

When quotations, applications, policies and endorsements are held in different sources, staff must manually align the fields before preparing a list of field and cover discrepancies.

The policy operations specialist must compare every suggestion in the field and cover discrepancy list with the source record; incomplete or conflicting evidence must not replace the final decision.

If an approved endorsement that reached the main record late is not referred for separate review, the wrong cover could take effect; the record must not progress without a human decision.

What we set out to improve

  • Time taken for the draft field and cover discrepancy list and its supporting evidence to reach the policy operations specialist for review
  • How records referred for human review because an approved endorsement reached the main record late are resolved
  • Number of suggestions corrected after identifying the risk of the wrong cover taking effect

How the system works

  1. 01 Retrieve the quotation, application, policy and endorsement from authorised sources
  2. 02 Verify field and document versions
  3. 03 Prepare the field and cover discrepancy list with supporting evidence
  4. 04 Check for exceptions: an approved endorsement reached the main record late
  5. 05 Have the policy operations specialist accept, correct or reject the suggestion
  6. 06 Decision gate: insurance acceptance, cover and premium
  7. 07 Record the decision and source separately

Methods we used

  • A source-identified data schema for quotations, applications, policies and endorsements
  • A structure that separates deterministic rules from AI suggestions
  • A screen showing the field and cover discrepancy list alongside its supporting evidence
  • A human review queue for approved endorsements that reached the main record late
  • A record identifier that prevents duplicate processing

Where people stay involved

The policy operations specialist compares the field and cover discrepancy list with the source record. The workflow stops if an exception arises: an approved endorsement reached the main record late. The policy operations specialist decides on insurance acceptance, cover and premium.

Data and security

Quotations, applications, policies and endorsements should be processed using only the fields required. Role-based access should be applied, and unnecessary identity, health, financial and internal organisational data should not be sent to the model. Source retrieval, the AI suggestion and the policy operations specialist's decision should be recorded separately.

Who this suits

A good fit

  • Teams that regularly prepare field and cover discrepancy lists
  • Organisations that manually combine quotation, application, policy and endorsement information
  • Operations that keep the final decision with a person

Not a good fit

  • Organisations whose source data is not current
  • Operations where responsibility for the policy operations specialist has not been defined
  • Operations where AI suggestions would be acted on without review

Frequently asked questions

What data is used?

Quotations, applications, policies and endorsements are retrieved only from authorised sources. A field whose source and version cannot be established is not treated as confirmed information.

When does the process stop?

If an approved endorsement reaches the main record late, the record is referred to the policy operations specialist for review. If supporting evidence is missing, no change is made to the target record.

Does AI make the final decision?

No. The policy operations specialist has authority over insurance acceptance, cover and premium. Acceptance, correction and rejection are recorded as human decisions.

Project led by:DijitalPi

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