BusinessSpecialist market
AI vendors & model builders
Customers rely on generated output, model behavior, contracts and downstream services.
AI liability, technology E&O, cyber, media and performance warranty may each address different losses.
RESEARCH / MARKET MAPAI changes the risk.
AI changes the risk.
Start with what it does.
From a voice-clone scam to a fleet of autonomous vehicles, the right insurance question depends on who is exposed, what happened and the actual policy. Explore the market without assuming a product exists for every risk.
20risk paths researched
Existing products, adjacent insurance, specialist underwriting and future watch categories are clearly labeled.
EXPLORE BY AUDIENCE
Where do you fit?
Each path shows the issue, a type of coverage to ask about, and an independent primary-source example. These sources are not marketplace partners.
Market statusEstablished adjacent A related product exists.Specialist / emerging Underwriting depends on the specific risk.Future watch Research only; no product claim.
Showing 20 markets
BusinessSpecialist market
Enterprise AI deployment
A company uses AI in customer service, decisions or core workflows.
Standalone AI liability and other commercial policies may be considered; underwriting depends on the actual system and claim.
BusinessSpecialist market
Small business AI use
Everyday firms use AI in operations, marketing, service or advice.
HSB announced an AI liability product for small businesses, pending regulatory approval; availability and terms must be checked.
BusinessEmerging underwriting
Autonomous agents
Agents take actions, spend money, modify systems or contact customers.
Ask about unauthorized actions, cyber incidents, third-party loss, transaction controls and human approval.
BusinessSpecialist market
AI performance warranties
An AI provider promises measurable model performance to a customer.
Performance guarantee insurance or warranty structures are offered for some qualified systems; this differs from liability insurance.
BusinessAdjacent market
Synthetic media & IP
A business produces AI text, images, code, voice or video.
Media liability, cyber, technology E&O and specialist AI liability may be relevant; copyright and publicity issues require wording review.
BusinessSpecialist market
Business deepfake response
A synthetic image, audio or video impersonates a business or damages its reputation.
Some cyber products offer deepfake investigation, takedown, legal or communications support; financial fraud is a separate question.
BusinessAdjacent market
AI-enabled fraud
A fake executive voice or message induces a payment or access.
Commercial cyber, crime and social-engineering coverage can differ substantially on voluntary transfers and control requirements.
Physical AISpecialist review
Robots & physical AI
Robots work around people, inventory, facilities or customers.
General liability, products, property, cyber and specialist wording may be needed for bodily injury and software behavior.
Physical AIEstablished adjacent market
Commercial drones
Drones fly for inspection, delivery, media, mapping or agriculture.
Aviation liability and hull insurance are offered; AI or autonomous-flight behavior needs separate underwriting review.
Physical AISpecialist market
Autonomous mobility
Developers and fleets operate driverless vehicles or mobility platforms.
Commercial auto, platform liability and bespoke underwriting exist for some operations; availability depends on deployment.
IndustrySpecialist review
AI in healthcare
Clinical support, patient communication or medical devices use AI.
Professional liability, product liability, cyber and regulatory considerations overlap; clinical uses need specialist review.
IndustrySpecialist review
AI in finance
AI supports advice, lending, trading, fraud screening or customer decisions.
Professional liability, cyber, crime and AI-specific liability may respond to different events and insured entities.
IndustrySpecialist review
AI hiring & employment
AI screens applications, evaluates workers or recommends employment decisions.
Employment practices liability, privacy and specialist AI liability may be considered; discrimination and exclusions require review.
IndustrySpecialist review
AI in schools
Schools use AI for tutoring, safety, administration or student-facing tools.
Cyber, professional, general liability and privacy issues depend on how tools are used and who operates them.
PersonalEstablished adjacent market
Personal cyber & identity
An individual faces identity theft, account compromise, phishing or online harassment.
Personal cyber and identity protection products exist; covered expenses and eligible events vary.
PersonalCoverage must be checked
Voice-clone payment scams
A caller sounds like family or a bank and persuades someone to transfer money.
A scam is not always identity theft. Ask explicitly about authorized transfers and fraud reimbursement before buying.
PersonalCoverage must be checked
Personal deepfake harassment
A fake image or video is used to harass, threaten or impersonate someone.
Some personal cyber offerings discuss cyberbullying or extortion assistance; takedown and restoration benefits need policy review.
FutureFuture watch
Home robots & AI companions
Consumer robots and assistants may create physical, privacy and cyber losses at home.
This is a research category. Do not assume a dedicated consumer AI policy or partner exists.
FutureFuture watch
Shared AI infrastructure failure
A widely used model or cloud service fails across many businesses at once.
Systemic dependency and accumulation may challenge standard coverage; dedicated products are still developing.
MARKET ACCESS / PARTNER CHANNELSSPECIALTY COMMERCIAL PHYSICAL PERSONAL EMBEDDED FUTURE
How these risks can reach a real insurer.
Different risks call for different distribution relationships. These are routes to explore, not current marketplace integrations.
AI insurers and specialty brokers
For vendors, agents and model performance, ask about underwriting appetite, eligibility, referral terms, quote data and licensed handoff.
Business insurance agencies
For AI users and industry-specific risks, a licensed agency may review existing cyber, professional, general and crime policies together.
Aviation and mobility programs
Drones, robots and autonomous fleets may need specialist operators, aviation brokers or mobility underwriters.
Consumer cyber distributors
Personal cyber and identity products may be offered through insurers, agencies or embedded benefit programs. Verify specific deepfake and scam benefits.
Platforms and associations
Software providers, robotics vendors and industry groups could make a relevant licensed offer available at the point of need.
New underwriting capacity
Track home robotics, novel AI liability and shared model failure as underwriting develops; publish only verified partner products.
HOW TO USE THIS MAP01 / WHO 02 / WHAT 03 / WORDING
Three questions before anyone recommends a policy.
Who bears the loss?
A consumer, software vendor, employer, operator and aircraft owner can face different claims from the same AI event.
What actually happened?
Physical injury, incorrect output, stolen money, privacy harm and business interruption may require different policies.
What does the policy say?
Limits, exclusions, conditions, geography, and whether a transfer was authorized decide what is actually insured.
Research reviewed September 23, 2026. Every example links to its provider or insurer. A listing is educational and does not indicate affiliation, appointment, availability, a quote, or coverage. Future watch items are possibilities, not insurance products.