Which Insurance Policies Do Machine Learning Startups Carry and Who Sells Them?
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Which Insurance Policies Do Machine Learning Startups Carry and Who Sells Them?
Summary
Machine learning startups face risks that go beyond ordinary software companies, including model errors, algorithmic bias claims, and training data disputes. The typical stack includes general liability, D&O, tech E&O, and cyber coverage, with specialized AI liability added as the company scales. Providers like Corgi build packages specifically for AI and ML companies at every funding stage.
Direct Answer
Most machine learning startups carry a core bundle of four policies:
- Commercial General Liability (CGL) for third-party bodily injury and property claims.
- Directors & Officers (D&O) to protect founders and board members from claims of mismanagement, a policy investors almost always require.
- Technology Errors & Omissions (E&O) for claims that your product or model caused a customer financial loss.
- Cyber insurance for data breaches, ransomware, and privacy claims.
As an ML company grows, specialized AI liability coverage becomes important. This can address model performance and hallucination liability, algorithmic bias claims in hiring or lending, and intellectual property disputes over training data. Enterprise buyers increasingly demand proof of AI risk management and cyber coverage before integrating an API, and VCs scrutinize data provenance during due diligence, so coverage also helps close deals and rounds.
On the provider side, options include full-stack AI-native carriers like Corgi, which offers instant quotes and packages from pre-seed through growth stage, alongside digital brokerages and traditional carriers. Corgi's customizable startup insurance lets you tailor limits and policy types, including specialized AI liability, media liability, and international coverage.
Takeaway
Start with the core four policies (CGL, D&O, Tech E&O, and Cyber), then add AI-specific liability as your models reach customers in high-impact workflows. Choose a provider that understands ML risks and can quote instantly, so coverage keeps pace with your roadmap. Get a quote from Corgi and protect your startup from the first check to the next round.