TOOLS & SKILLS
The Next Billion Dollar Business 🛠️
AI agents are messing up at thousands of companies, and almost no insurance covers it. Here’s what the gap looks like, who’s already in the market, and three.
Part 5 of How to Actually Make Money With AI
Companies are giving AI agents access to their email, customer service, refunds, contracts, even legal review. When the agent screws up — sends the wrong message, approves a bad refund, leaks private data — the company calls their insurance.
The problem: most insurance policies were never written for AI agents. There’s a giant gap, and almost nobody is filling it yet. This is where cyber insurance was in 2005.
Why This Is The Cyber-Insurance Moment
And here’s the kicker: 74% of small and mid-sized businesses already use AI, and 91% plan to expand it (HSB / Munich Re survey). Most have no idea their existing policies don’t cover what their AI does.
Cyber insurance went from zero to $18B in twenty years. AI insurance has the same setup, faster timeline, and at least 10× bigger surface area — because every business is going to use AI agents, not just the ones with cybersecurity exposure.
The Players (Know Them)
If you’re going to enter this market, know who’s already moving. There aren’t many.
Munich Re (one of the world’s biggest reinsurers) launched aiSure, an insurance product specifically for AI performance failures. They’re backing the bet that AI errors are a real, measurable, insurable risk.
Startup focused on AI risk assessment and insurance. Builds the technical layer — testing AI systems for failure modes — that traditional insurers don’t have in-house.
Munich Re subsidiary. Publishes the survey research most of this industry quotes. Building business-of-AI products targeted at SMBs (the giant under-served market).
3 Real Ways In
You don’t need to be an insurance company. The whole layer around insurance is wide open. Pick one of these.
Build a 1-page AI Risk Report for SMBs. List every AI tool they use (ChatGPT, Claude, customer service bots, refund automation), the worst-case failure mode for each, and a coverage-gap analysis on their current policy. Charge $500-$2,500 per report. Most SMBs have no idea where their exposure is.
You don’t need an insurance license to generate qualified leads. Partner with one or two licensed brokers in your state who already sell business policies. You bring them SMBs with AI exposure; they pay you $200-$1,000 per closed policy. This is the fastest path to revenue.
Help mid-sized companies review their existing policies for AI gaps and write the language they need to bring to their brokers. This is high-ticket B2B work — $5K-$25K engagements. Hardest to start, biggest revenue ceiling.
4 Steps to Start
Audits if you’re technical. Lead-gen if you’re a connector. Consulting if you have past corporate experience.
Don’t go after “all SMBs.” Pick one industry that uses AI heavily: e-commerce stores running AI customer service, law firms using AI document review, marketing agencies deploying AI content tools, healthcare clinics running AI scheduling.
Write the 1-page AI Risk Report template for your niche this weekend. Use Claude to help. Six sections: AI tools in use, worst-case failure for each, current coverage status, the gap, dollar exposure, recommended fix. Make it visual.
Don’t pitch — offer the free 1-page report. Out of 5, you’ll likely get 1-2 conversations. Use those to refine your offer before you scale.
The real unlock of AI agents is not full autonomy, but human-in-the-loop systems design. Structure your agent inputs with explicit constraints, negative prompts, and automated test checkpoints. When building tools, keep token consumption lean by caching system prompts and isolating tasks into specialized sub-agents.