Insurance applications
Connect claims
to their source evidence.
Build investigation, policy knowledge and service workflows with connected records and searchable documents.
The record, the wording, the supporting file.
Link a claim to the relevant policy version and supporting documents, retaining the source behind each result.
claim:017Keep the evidence attached.
Claim 017
- Policy reference
policy:042- Involved party
party:006- Service case
case:011
Policy wording
document:082Retain the original text and version with each retrieved passage.
claim:017document:018Revision 1document:026Revision 2note:011Revision 1How the application assembles this file
- SQL: load claim fields and policy references.
- Graph: follow declared links to parties, documents and service cases.
- Vector + full-text: retrieve related passages and exact terms separately, then load source records.
Illustrative records. Your application maintains the source IDs, policy versions and document links.
5 use cases / Insurance
The right modalities for your workflow.
Start with the combination that fits your question. These are recommended starting points; the best fit depends on your data and query patterns.
- SQL Filter, join and aggregate records
- Graph Follow relationships between records
- FTS · Full-text search Find keywords, phrases and exact wording
- Vector Find similar items or meaning
| Use case | Recommended modalities | Why this combination fits |
|---|---|---|
| Claims operations Track claims, assignments and outstanding review tasks. | SQL filters claims by stage, joins assignment records and calculates operational counts and elapsed times. | |
| Connected claims investigations Explore shared claimants, providers and insured assets. | SQL narrows the claim cohort. Graph follows shared entities and relationships for an investigator to assess. | |
| Claims evidence review Connect a claim to its policy, parties and documentary evidence. | SQL retrieves claim details, Graph connects the policy and parties, and FTS locates relevant wording in the evidence. | |
| Policy wording lookup Find clauses and definitions in the relevant policy version. | SQL identifies policy and revision metadata. FTS searches the indexed wording for exact terms and phrases. | |
| Claims knowledge retrieval Find related guidance and reference cases for a handler's question. | FTS matches terminology, Vector finds similar descriptions, and SQL provides source dates and case attributes for human review. |
Combine query results in your application using shared record IDs. Keep text indexes and embeddings updated as the source data changes.
Choose how to find the evidence.
Claim and policy fields
Filter status, product, dates and source IDs.
↗ GraphParties and relationships
Follow declared links between claims and involved entities.
↗ VectorRelated document passages
Search embeddings supplied by your application.
↗ Full-textExact policy language
Match phrases, document titles and reference codes.
↗Implementation path
Make source references part of the model.
- 01 / Register
Define the claim context.
Keep claim, policy, party and document IDs, plus policy versions and source locations.
- 02 / Prepare
Index selected documents.
Write source rows, supply passage embeddings and index text through separate calls.
- 03 / Retrieve
Assemble the evidence.
Combine result IDs in your application, apply access rules and show the original document references.
Track source updates and index retries. Claim decisions remain part of your review process.
Follow the ingestion pattern