Insurance

Governing Risk and Modernizing Pipelines

Governing Risk and Modernizing Pipelines

Unify Data, Scale Models, and Ensure Compliance

Unify Data, Scale Models, and Ensure Compliance

Accelerate complex workflows, integrate legacy data with cloud-native research, and deploy predictive models with absolute reproducibility. All within your own cloud.

Accelerate complex workflows, integrate legacy data with cloud-native research, and deploy predictive models with absolute reproducibility. All within your own cloud.

    • actuarial_pipeline.py

    actuarial_pipeline.py

    # Federated pricing model

    # Federated pricing model

    dataverse.query("""

    dataverse.query("""

    SELECT p.policy_id, r.risk_score

    SELECT p.policy_id, r.risk_score

    FROM snowflake.policies p

    FROM snowflake.policies p

    JOIN s3.risk_tables r

    JOIN s3.risk_tables r

    ON p.id = r.policy_id

    ON p.id = r.policy_id

    """)

    """)

    # Burst for portfolio re-eval

    # Burst for portfolio re-eval

    Autoscaler.run_batch(

    Autoscaler.run_batch(

    jobs=portfolio_runs,

    jobs=portfolio_runs,

    scale_to_zero=True

    scale_to_zero=True

    )

    )

    $

    $

    Model Cycle

    Days

    Days

    not months

    Idle Spend

    −45%

    vs static clusters

    Idle Spend

    −45%

    vs static clusters

    Idle Spend

    −45%

    vs static clusters

    Data Sources

    40+

    40+

    unified in place

    Data Sources

    40+

    unified in place

    Why Hedge Funds Choose Datatailr

    Why Hedge Funds Choose Datatailr

    Zero Data Migration:

    Zero Data Migration:

    Query policyholder data, claims history, and risk tables where they live without migrations.

    Query policyholder data, claims history, and risk tables where they live without migrations.

    40+ sources

    Audit-Ready Reproducibility:

    Audit-Ready Reproducibility:

    Every worklflow is versioned and auditable, meeting the strictest regulatory standards.

    Every worklflow is versioned and auditable, meeting the strictest regulatory standards.

    versioned · traceable

    Institutional Governance:

    Institutional Governance:

    SSO, granular RBAC, and encryption ensure your sensitive data never leaves your perimeter.

    SSO, granular RBAC, and encryption ensure your sensitive data never leaves your perimeter.

    BYOC · your VPC

    Challenges and How Datatailr Solves Them

    Challenges and How Datatailr Solves Them

    Unified Data

    Faster Insights

    Elastic Compute

    Audit Ready

    The Challenge

    Data is stuck between legacy SQL, S3 lakes, and external risk feeds

    Capability

    Query across 40+ sources without moving an inch

    Result

    One source of truth for risk modeling without data duplication

    Unified Data

    Faster Insights

    Elastic Compute

    Audit Ready

    The Challenge

    Data is stuck between legacy SQL, S3 lakes, and external risk feeds

    Capability

    Query across 40+ sources without moving an inch

    Result

    One source of truth for risk modeling without data duplication

    Your First Two Weeks:
    From Silos to Governed Insights

    Your First Two Weeks:
    From Silos to Governed Insights

    1

    Days 1–2

    Data Connection

    Connect Snowflake positions, Postgres claims data, and S3 risk tables.

    Connect Snowflake positions, Postgres claims data, and S3 risk tables.

    Set up role-based masking for sensitive PII (Policyholder Information).

    Set up role-based masking for sensitive PII (Policyholder Information).

    2

    Days 3–7

    Model Modernization

    Migrate legacy Excel logic into Python/Jupyter IDE with native Git control.

    Migrate legacy Excel logic into Python/Jupyter IDE with native Git control.

    Run intensive portfolio risk simulations using pre-warmed elastic compute.

    Run intensive portfolio risk simulations using pre-warmed elastic compute.

    3

    Week 2

    Secure Production Launch

    Promote models through Dev, Pre, and Prod environments with mandatory approvals.

    Promote models through Dev, Pre, and Prod environments with mandatory approvals.

    Deliver results directly to underwriters via the Excel Add-in or secure Dashboards.

    Deliver results directly to underwriters via the Excel Add-in or secure Dashboards.

    Results for Every Role

    Results for Every Role

    Head of Research:

    Head of Research:

    Faster iteration on pricing models and confidence in the reproducibility of results.

    Faster iteration on pricing models and confidence in the reproducibility of results.

    Data Engineering Lead:

    Data Engineering Lead:

    Consistent orchestration without the overhead of YAML or custom packaging.

    Python and Jupyter for research. Deploy apps and services in minutes.

    Python and Jupyter for research. Deploy apps and services in minutes.

    CIO & IT Ops:

    CIO & IT Ops:

    Centralized control over compute budgets and 100% data residency in the company cloud.

    Code or no-code DAGs with built-in versioning and one-click rollback.
    No YAML.

    Code or no-code DAGs with built-in versioning and one-click rollback. No YAML.

    Risk & Compliance Officer:

    Risk & Compliance Officer:

    Transparent lineage across every model run for regulatory-grade reporting.

    Unified SQL that queries Snowflake, S3, Postgres and 40+ more databases where the data already lives. No migration.

    Transparent lineage across every model run for regulatory-grade reporting.

    What Insurance Teams Ship on Datatailr

    What Insurance Teams Ship on Datatailr

    Automated Claims Scoring:

    Automated Claims Scoring:

    Real-time evaluation pipelines with full decision audit trails.


    Real-time evaluation pipelines with full decision audit trails.

    Real-time evaluation pipelines with full decision audit trails.

    Actuarial Dashboards:

    Actuarial Dashboards:

    Interactive apps for PMs to visualize risk exposure across product lines.

    Interactive apps for PMs to visualize risk exposure across product lines.

    Cross Data Source SQL:

    Cross Data Source SQL:

    Unified reporting across S3, Snowflake, and internal databases.


    Unified reporting across S3, Snowflake, and internal databases.

    Unified reporting across S3, Snowflake, and internal databases.

    Governed Excel Functions:

    Governed Excel Functions:

    Securely exposing complex Python pricing models to business users.

    Securely exposing complex Python pricing models to business users.