About Huscarl
Huscarl is building an autonomous AI actuary that helps corporations self-insure through captive insurance subsidiaries. It provides feasibility studies, pricing and underwriting, and reserve estimation, including Statements of Actuarial Opinion. It is aimed at captive owners, captive managers, group captives, and risk retention groups.
What is Huscarl?
What is Huscarl?
Huscarl applies AI to actuarial work for corporate self-insurance. Large companies often use insurance subsidiaries, known as captives, to insure their own risks. Huscarl provides the actuarial and modeling layer those captives need to operate and grow, and says its platform ingests unstructured data to generate bespoke risk models and orchestrate workflows.
The website describes three main services. Feasibility studies for captives include loss projections, premium indications, a five-year pro forma with stressed scenarios, and capital adequacy sized to the chosen domicile. Pricing and underwriting covers perils with limited or low-quality data and tailored coverage language. Reserve estimation covers case, IBNR, and LAE reserves by line and accident year, with a Statement of Actuarial Opinion written to the domicile's format. Huscarl also offers a free desirability study that requires no account.
Huscarl is part of Y Combinator's Spring 2026 batch and is based in San Francisco. It was founded in 2025 by Alexandre Musy (CEO) and Paulien Jeunesse (CTO), who previously worked at Descartes Underwriting. In September 2026 the company announced a $5.6 million seed round led by FRST.
Pros
- Covers feasibility, pricing, underwriting, and reserving in one service
- Designed for thin or low-quality data situations common with bespoke risks
- Includes Statements of Actuarial Opinion written to the domicile's format
- Free desirability study available with no account required
Cons
- Specialized for captives and self-insurance, not general insurance buyers
- Combines software with actuarial services, so engagements are consultative
- Pricing for full studies is not published on the website
How to Use Huscarl
- 1Run the free desirability study
Use the no-account desirability study on the Huscarl website to gauge whether a captive makes sense.
- 2Talk to the team
Contact Huscarl to scope a feasibility study, pricing work, or reserve review.
- 3Share data
Provide loss history and other documents, including unstructured data, for modeling.
- 4Receive deliverables
Get loss projections, pro formas, pricing, or reserve estimates your captive manager and board can act on.