The strongest signal in legal AI this week did not come from a vendor selling to large law firms. It came from Eve, which sells to small plaintiff firms, and it convinces me that the best buyers of legal AI are lawyers who only get paid when they win. A firm billing by the hour has a mixed incentive to work faster. A contingency firm has none of that conflict. Every hour software saves can go into another client's case, so efficiency turns straight into revenue.
Fortune reported on October 28 that Eve, based in San Mateo, California, builds an end-to-end AI platform for plaintiff-side practices, the small firms that represent people suing employers, insurers and other larger opponents. Instead of automating one task, it tries to cover the whole life of a case. The number of cases on the platform rose roughly 75% since June and passed 350,000 at the end of September, spread across nearly 2,000 firms.
More than 50,000 of those cases have already closed, producing over $3.5 billion in settlements and judgments. Revenue grew sixfold year over year, and the team reached 275 people, up nearly 40% since June. Eve raised a $103 million Series B in 2025 at a valuation above $1 billion, led by Spark Capital with Andreessen Horowitz, Lightspeed and Menlo Ventures. EvenUp and Supio chase the same plaintiff firms, while Harvey, valued above $15 billion, focuses on large firms and corporate legal departments.
Two simple calculations make the scale clearer. Dividing 350,000 cases by roughly 2,000 firms gives about 175 matters per firm, a heavy load for practices the CEO describes as mostly tiny. Dividing $3.5 billion by 50,000 closed cases gives about $70,000 recovered per case. Earlier this month I wrote about Chariot Claims, which reported an average recovery of $460 per consumer claim. Eve's figure is roughly 150 times larger, since 70,000 divided by 460 is about 152. These are different kinds of claims, but the gap shows how much money sits in individual cases once a small firm can afford to carry them.
The billing model is the part most investors underrate. In another post this month I noted that 47.7% of small firms in 8am's data still bill only by the hour. For those firms, a tool that cuts hours also cuts invoices, so adoption is a negotiation with their own revenue. Contingency lawyers keep the whole saving. That is why I expect the plaintiff side to keep adopting faster than its size would suggest.
Eve works at the lawyer's desk once a case exists. iQuash works one step earlier, before most people know they have something worth contesting. We check tickets, fines and notices for defects, and only when we find one do we connect the person with a licensed lawyer. Eve's numbers tell me lawyers will take on far more of those matters if the file arrives clean and the cost of handling it stays low. Good intake and cheap case handling are two halves of the same problem.
For ELP Ventures, the lesson is about metrics. General tools for big firms are crowded, and the plaintiff lane already has three funded players. What I look for now is a founder who owns one specific moment in the life of a claim and reports dollars recovered per case rather than seats sold. Eve leads with settlements and judgments, and that is the number I find most convincing.