How AI-native workflows are transforming personal injury law

Beyond Time Savings: EvenUp’s AI Drives Higher Outcomes and Faster Settlements in Personal Injury Cases

Mr. Nick Huber interviewed Mr. Rami Karabibar, CEO and Co-founder of EvenUp. Mr. Karabibar introduced EvenUp, a generative AI legal tech startup valued over $2 billion, specializing in personal injury law. Their mission addresses inconsistent outcomes and prolonged settlement times for 20 million annual US personal injury cases. EvenUp partners with law firms to make casework cheaper, faster, and better, striving for a fairer system.

EvenUp launched in 2020, before the generative AI boom, when AI and legal tech were not attractive investment areas. This contrarian approach, though challenging for early fundraising, proved advantageous as the market matured. Founders were motivated by personal experiences with inefficient claims processes, including Mr. Karabibar’s work at Waymo and a co-founder’s family tragedy involving an inadequate accident payout.

Mr. Karabibar explained that US litigiousness often stems from widespread financial insecurity. Many Americans lack emergency savings, making them highly dependent on legal compensation to cover substantial medical expenses and lost income after an injury. Litigation thus becomes a necessary path to secure their financial well-being, underscoring EvenUp’s critical services.

EvenUp’s AI technology demands extreme accuracy, non-negotiable in legal applications where errors have severe consequences. The company develops and fine-tunes its own distilled models for precision, such as accurately identifying relevant medical treatment dates. This specialized approach ensures reliability beyond general AI capabilities. For law firm clients, EvenUp’s value surpasses mere time savings; impactful benefits are achieving higher case outcomes and significantly faster settlements, directly boosting law firm revenue.

EvenUp engages small and medium-sized law firms by “selling work, not software.” By presenting tangible outputs like a high-quality demand letter, attorneys intuitively grasp the product’s value in terms of speed and accuracy. This approach fosters trust and adoption. The startup also integrates agentic AI for proactive automation, monitoring cases in real-time and prompting necessary actions, like sending demand letters promptly after treatment, drastically reducing delays.

EvenUp’s future ambition is to continue deep vertical product development, expanding capabilities from drafting specific legal letters to handling all necessary legal documents, including integrating voice and communication agents. Mr. Karabibar advised aspiring founders to embrace being contrarian by finding a deep niche rather than crowded spaces. This focus leads to superior products and substantial ROI, building a robust and defensible business within their chosen vertical.