SHORTList
Huscarl logo
AI/ML
Data/Analytics
Enterprise SaaS

Huscarl

AI-native actuarial platform for corporate self-insurance

CORE INFO

$5.6M
Total Funding
Seed
Round
2025
Founded
2
Team Size
San Francisco, United States
Headquarters

Huscarl provides actuarial software and services for companies that retain risk through captive insurers, group captives, or risk-retention groups. Its workflows turn insurance policies and other risk data into pricing, loss projections, reserve calculations, and capital-adequacy analysis, with credentialed actuaries reviewing the work.

  • $5.6 million seed round was led by FRST, with Y Combinator participating; the first announcement was located on September 1, 2026.sociable.co
  • Early customer activity includes work with one risk-retention group and one single-parent captive serving a company with more than $2 billion in revenue.captiveinternational.com
  • Fortune included Huscarl in a venture-capital deal roundup that confirmed the seed round, FRST's lead role, and Y Combinator's participation.fortune.com

WHY WE WOULD WORK AT HUSCARL

Reshape Corporate Risk

Help make self-insurance the default rather than the exception, giving companies more control, flexibility, and visibility over their risks.

Build AI Actuarial Infrastructure

Create agentic workflows that turn lengthy insurance policies and unstructured risk data into models for pricing, reserving, underwriting, and capital adequacy.

Join at Ground Zero

Work directly with founders Alex Musy and Paulien Jeunesse on a two-person, 2025-founded company backed by Y Combinator and a $5.6M seed round.

Own High-Stakes Outcomes

Your work can support captive feasibility studies, appointed-actuary engagements, and underwriting for risk-retention groups—where every model informs real financial decisions.

Shape a New Category

Help modernize a massive corporate insurance market alongside founders who previously built a seven-figure cyber-insurance product at Descartes Underwriting.

Meaningful Early Equity

A publicly listed Paris technical role offered €60,000–€90,000 plus 2% equity, giving early hires a potentially substantial stake in the company's growth.

MARKET AND TRACTION

GROWTH TACTICS

✦ KEY METRIC
  • Expanding in the United States following its $5.6M seed round, while developing AI-native actuarial workflows for corporate self-insurers.

  • Building relationships with captive managers and brokers, alongside professional services such as appointed-actuary engagements and outsourced underwriting.

    • TOTAL ADDRESSABLE MARKET

    ✦ KEY METRIC
  • Huscarl frames the corporate insurance market as approximately $1 trillion.

  • The company targets corporations with at least $50M in annual revenue and serves the growing captive insurance, group captive, and risk-retention markets.

    • NOTABLE CUSTOMERS

    ✦ KEY METRIC
  • Huscarl has reportedly worked with at least one risk-retention group and one single-parent captive.

  • The single-parent captive is associated with a company generating more than $2B in annual revenue; customer names have not been publicly disclosed.

    • KEY METRICS

    ✦ KEY METRIC
  • Huscarl raised a $5.6M seed round led by FRST, with participation from Y Combinator, MS&AD Ventures, and business angels.

  • The company reports optimizing more than $2M in annual premiums and claims approximately 30% savings on insurance premiums, though these claims have not been independently validated.

  • Huscarl was founded in 2025 and has a publicly listed team of 2.

    • COMPETITIVE ADVANTAGE

  • Huscarl combines AI-assisted ingestion of unstructured insurance and risk data with bespoke modeling, pricing, underwriting, reserving, and capital-adequacy analysis.

  • Its actuarial studies are reviewed and signed by credentialed human actuaries, combining AI-enabled workflow automation with professional accountability.

    • PRODUCT AND TECH

    Agentic Policy Workflows

    AI-native, agentic workflows ingest insurance policies and other unstructured risk data, converting complex documents into structured actuarial analysis.

    Risk Modeling Platform

    Bespoke actuarial models support loss projections, pricing, premium indications, and analysis of emerging, unusual, and data-sparse risks.

    Captive Insurance Services

    Captive feasibility studies provide five-year pro formas, stressed scenarios, premium indications, and capital-adequacy analysis for self-insurance programs.

    Reserve Analysis

    The platform supports quarterly and year-end reserve estimates, case reserves, IBNR projections, LAE analysis, and paid and incurred triangles.

    Actuarial Underwriting Services

    Huscarl provides pricing, outsourced underwriting, appointed-actuary engagements, and actuarial opinions, with work reviewed and signed by credentialed human actuaries.

    COMPANY CULTURE

    Values

  • Champion clients' interests

  • Connect risk with reward

  • Help companies retain appropriate levels of risk

  • Improve control and flexibility over corporate risk

    • Operating Principles

  • Combine AI-native workflows with credentialed human actuarial review

  • Turn unstructured insurance data into practical actuarial analysis

  • Prioritize rigorous modeling, transparency, and accountability

  • Challenge unnecessary risk transfer and insurance costs

    • Work Style

  • Lean, founder-led, and high-autonomy

  • Small team with significant AI leverage

  • Technically ambitious and mission-driven

  • Collaborate across software, actuarial science, underwriting, and risk management

    • Learning & Growth

  • Work on complex problems in insurance, actuarial science, and AI

  • Develop expertise in self-insurance, captives, and alternative risk transfer

  • Learn through close collaboration with experienced founders and credentialed actuaries

  • Build systems for emerging and data-sparse risks