AI training data partnerships for insurance companies
An insurance claim moves through first notice of loss, document collection, assessment, adjudication and settlement, with notes at every step. Underwriting follows a similar trail from proposal to risk decision. These documented decisions are useful for teaching AI how complex, rule-heavy judgments are made, provided policyholder details are fully removed.
Can insurance companies license or sell their data for AI training?
Insurance companies may license documented claims and underwriting decisions as AI training data once policyholder details are fully removed. De-identified claims files with adjuster notes, underwriting guidelines paired with case decisions, and policy wordings with endorsement history are the strongest assets. IRDAI and DPDP rules apply, and fraud investigation files are typically excluded.
No files needed upfront. We sign an NDA before reviewing any sample.
Data insurance companies hold that AI can learn from
Claims files and adjuster notes
De-identified claims with the adjuster's reasoning, documents requested and final settlement decision capture a full workflow with a verifiable outcome.
Underwriting guidelines and decisions
Underwriting manuals paired with de-identified case decisions show how rules are applied, and when exceptions are made.
Policy wordings and endorsements
Policy documents, riders and endorsement history help models understand coverage language and how it changes over time.
Actuarial and pricing models
Spreadsheets and code for reserving and rating, with assumptions documented, show structured quantitative reasoning.
Policy administration system code
In-house code for policy servicing, renewals and claims systems, often in older languages, is rarely available publicly.
What this data helps AI models learn
Claims triage and assessment
Claims files help models learn to check coverage, identify missing documents and reason toward a settlement recommendation.
Coverage question answering
Policy wordings paired with real coverage decisions teach models how to interpret clauses and exclusions.
Underwriting assistants
Guidelines and decisions help models summarize a proposal and flag the factors an underwriter would weigh.
Privacy and compliance, handled first
You decide what is in scope, nothing moves before an NDA, and data is anonymized before any further use.
Policyholder and health information
Claims often include medical reports, identity documents and financial details. These are excluded or de-identified with purpose-built tools before any further use.
IRDAI and data protection rules
Insurers in India are regulated by IRDAI and must also follow the DPDP Act 2023; insurers abroad face rules such as GDPR or HIPAA for health claims. Your legal team should confirm what applies to the proposed scope.
Fraud investigation records
Special investigation unit files may involve allegations against individuals. These are typically excluded or tightly restricted in the agreement.
How a partnership begins
Share Basic Information
Share only your contact, company, industry, and partnership interests—no raw data required.
Initial Value Assessment
We discuss the data type, completeness, scarcity, and the tasks it could support.
Define the NDA and Boundaries
Before reviewing any sample, we define confidentiality, permitted use, retention, and security requirements.
Receive an Offer and Begin the Partnership
We provide a purchase proposal and contract, then support de-identification and secure data transfer.
Frequently asked questions
- Which insurance lines are most useful?
- It varies. Lines with detailed, documented claim decisions, such as motor, health, property or commercial, tend to carry more reasoning than simple, automated ones. The assessment looks at your specific records.
- Can health insurance claims be included?
- Only after full de-identification, and only where your regulatory obligations allow it. Medical details are among the most sensitive data you hold.
- Do brokers and TPAs qualify too?
- Potentially, though they often handle data on behalf of insurers, which may need the insurer's permission.
- Is licensing better than selling for insurers?
- Some insurers prefer licensing because it keeps tighter limits on permitted use and retention. Both options, and custom projects, can be discussed.
Related
Tell us about the real workflows behind your business.
Share only the essential details. No files are required at this stage.
Contact the Momentra team