phidea

loss ratio prediction

Ranked comparison

4 tools covered · methodology
  1. #1 · ai-native · rating

    Akur8

    www.akur8.com
    11/20
    55%

    AI-native actuarial pricing and reserving platform. Machine-learning models automate the GLM pipeline actuaries used to build in SAS or R, with interpretability and regulatory-filing outputs shipped in the product. $120M Series C at a $400M valuation in September 2024.

    traction
    2/5
    maturity
    3/5
    coverage
    4/5
    recognition
    2/5
  2. #2 · ai-native · underwriting-workstation

    Gradient AI

    www.gradientai.com
    11/20
    55%

    AI-native insurance analytics SaaS for US workers' compensation, group health (including medical stop-loss), and P&C. Sells risk-scoring models and claims-prediction products built on a proprietary data lake of tens of millions of policies and claims; deployed at The Builders Group, AmFed, Allied National, BTIS, Signal Mutual, Skyward Specialty, and others. Boston HQ, spun out of Milliman in 2018.

    traction
    3/5
    maturity
    3/5
    coverage
    3/5
    recognition
    2/5
  3. #3 · ai-native · claims-admin

    CLARA Analytics

    claraanalytics.com
    10/20
    50%

    AI-native claims intelligence platform for workers' compensation, auto, and general liability. Predictive models for triage, provider scoring, litigation risk, and fraud detection across the full claims lifecycle.

    traction
    2/5
    maturity
    4/5
    coverage
    3/5
    recognition
    1/5
  4. #4 · ai-native · actuarial

    Atidot

    atidot.com
    10/20
    50%

    AI-native predictive analytics platform for life insurance and annuities. Scores in-force books for lapse likelihood, policyholder behaviour and cross-sell propensity; named deployments at Guardian Life and Pacific Life, with distribution through iPipeline, SCOR/ReMark and NTT DATA. Israel-founded (2016), Gartner Cool Vendor in Insurance 2019.

    traction
    2/5
    maturity
    4/5
    coverage
    1/5
    recognition
    3/5