AI Insurance: How Cyber and Tech E&O Cover AI Risks
Building AI products or adding AI features creates new kinds of claims: wrong outputs, biased decisions, IP disputes, and data misuse. Here’s how Tech E&O, cyber, and other policies respond, and what to check in your wording.
AI is now part of almost every technology product, from chatbots and copilots to underwriting models, fraud detection, and automated hiring tools. When AI gets something wrong, the client who relied on it may look to you for the loss. Whether your insurance responds depends on how your policies define your services, and whether they say anything about AI at all.
AI insurance is usually not a single policy. For most companies, it’s Technology E&O and cyber insurance written to address how you build or use AI. Technology E&O is usually the main coverage for claims that your AI product or AI-powered service caused a client’s financial loss. Cyber insurance responds to data breaches and privacy claims involving AI systems. Some risks, such as intellectual property claims over training data or discrimination claims from automated decisions, may be limited or excluded. Insurers’ approaches to AI are still developing, so the policy wording matters more than ever.
AI risks and which insurance may respond
| AI risk | Coverage that may respond | What to check |
|---|---|---|
| Inaccurate or “hallucinated” outputs cause a client loss | Technology E&O | Whether AI outputs fall within the definition of your technology services |
| Automated decisions about people are alleged to be biased | Tech E&O, possibly employment practices or media coverage | Discrimination, bias, or “automated decision” exclusions |
| Claims that training data or outputs infringe IP | Limited Tech E&O or media coverage; separate IP insurance | Patent and trade secret exclusions, and whether copyright is covered |
| Personal data used without proper consent in training | Cyber privacy liability | Wrongful collection and biometric data exclusions |
| Prompt injection or a model leaks sensitive data | Cyber | Whether AI systems are treated as part of your computer systems |
| Investors allege you overstated your AI capabilities | Directors & officers (D&O) | How D&O responds to disclosure claims about AI |
AI cyber insurance: data, privacy, and attacks on AI systems
AI systems hold and process large amounts of data, which makes them a target. Cyber insurance responds when an attacker manipulates a model through prompt injection, when an AI tool exposes confidential or personal data, or when training on personal data leads to privacy claims or regulatory investigations. When reviewing AI cyber insurance coverage, confirm that AI models, tools, and the data they use count as part of your computer systems, and that no exclusion removes privacy claims about how training data was collected.
Building AI vs. using AI
Insurers look at your role differently depending on how AI fits into your business:
- You build and sell AI products: your model or AI platform is the product, so errors, bias, and IP questions are central to your Tech E&O.
- You add AI features to your software: a third-party model powers part of your product. Clients still hold you responsible for what your product does, even if the model came from someone else.
- You use AI to deliver services: consultants, MSPs, and agencies that rely on AI tools are still liable for the quality of their work. The question is whether your policy covers services delivered with AI’s help.
Coverage questions to ask about AI
Does the policy define your AI work as a covered service?
Tech E&O covers the technology products and services the policy describes. Confirm that AI models, AI features, and AI-assisted services are included, either expressly or through broad definitions of software and technology services.
Are there AI-specific exclusions?
Some insurers have introduced exclusions or limitations for generative AI, automated decision-making, or AI-related regulatory matters. Others have added endorsements that clarify coverage. Read every endorsement, because a single paragraph can change how an AI claim is handled.
How are intellectual property claims treated?
Claims about training data and AI outputs often involve copyright, and sometimes patents or trade secrets. Many Tech E&O and media policies limit IP coverage. If IP is a meaningful risk for your AI products, ask about standalone IP insurance. If your AI generates content that gets published or shared, such as posts, images, or summaries, see our guide to media liability insurance.
Are bias and discrimination allegations covered?
AI used in hiring, lending, insurance, housing, or healthcare decisions can lead to discrimination claims and regulatory scrutiny. Check whether these claims are covered, excluded, or pushed to a different policy.
Are AI regulations addressed?
A growing number of state, federal, and international rules apply to AI systems, especially automated decisions about people. Confirm whether regulatory investigations, and any fines where insurable, are covered under your cyber or Tech E&O policy.
What do your contracts promise?
Client agreements may include warranties about accuracy, indemnities for AI outputs, or promises about how client data is used in training. Your model provider’s terms may limit what you can recover from them. Contractual liability exclusions can leave these promises uninsured.
What underwriters ask AI companies
Expect questions like these on a Tech E&O application:
- What do your AI products or features do, and how do clients use the outputs?
- Do you build your own models, use third-party models, or both?
- Do you have rights or licenses to the data used to train or fine-tune your models?
- Are outputs used to make decisions about individuals, such as hiring, credit, insurance, or healthcare?
- Do people review outputs before they’re relied on for important decisions?
- Do you have an AI governance or acceptable use policy, and do you test for accuracy and bias?
Our cyber and Tech E&O application asks these questions when you select AI as one of your activities, so your submission is ready for underwriters who know AI risk.
Practical steps that help with coverage and claims
- Document human review for high-stakes outputs, and keep records of it.
- Keep records of data rights: licenses, consents, and sources for training data.
- Set clear contract terms: limit warranties about accuracy and cap liability for AI outputs.
- Adopt an AI governance policy covering testing, monitoring, and acceptable use.
- Tell your insurer when you add AI features, so your policy reflects what you actually do.
For how Tech E&O works more broadly, see our Technology E&O insurance page and cyber insurance vs. Technology E&O.
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What is AI insurance?
AI insurance is coverage for the risks of building or using artificial intelligence. For most businesses, it combines Technology E&O for client losses from AI errors, cyber insurance for data and privacy risks, and sometimes IP or D&O coverage. Some insurers also offer AI-specific policies or endorsements.
Does Technology E&O cover AI mistakes?
Often, yes, when the policy defines your AI products or AI-powered services as covered technology services and no AI-specific exclusion applies. Coverage depends on the policy wording, so review your definitions and endorsements.
What does AI cyber insurance cover?
Cyber insurance responds to data breaches, privacy claims, and attacks on your systems, including AI systems. It generally doesn’t cover a client’s financial loss from inaccurate AI outputs. That’s the role of Technology E&O.
If I use a third-party AI model, am I still liable?
Usually, yes. Clients typically hold you responsible for your product, regardless of which model powers it. Model providers’ terms often limit their own liability, so your insurance and your client contracts carry the risk.
Do I need a separate AI insurance policy?
Not always. Some insurers now offer AI-specific coverage, and the market is evolving quickly. For most businesses, the starting point is making sure Tech E&O, cyber, and IP coverage clearly address how you build or use AI, then filling any gaps.
Should I tell my insurer I’ve added AI features?
Yes. Applications ask what your business does, and material changes should be disclosed. Describing AI accurately helps ensure your policy covers it and avoids disputes if you have a claim.
Christine Marciano is the founder and president of Cyber Data Risk Managers LLC, an independent brokerage in Miami that has specialized in cyber and Technology E&O insurance since 2011. More about Christine
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Request a Coverage Review Get QuotesThis article is general information, not a coverage determination or legal advice. Insurers’ treatment of AI varies and is changing, and coverage depends on the specific policy wording. Coverage availability, terms, and pricing are subject to insurer underwriting and approval.