Technology that never addressed the actual work.
Workers' compensation adjusting is one of the most information-dense jobs in insurance. Every file is a moving target: medical records arriving out of sequence, contested diagnoses, reserve deadlines, litigation timelines, and a risk manager on the phone asking questions you haven't had time to answer yet.
The tools available to adjusters and case managers are built around compliance and data entry, not around the actual cognitive work of claim management. Reading a file, organizing what matters, forming a defensible position, producing a document someone can act on — that work still falls entirely on the person. Every time. On every file.
The technology existed to solve this problem. What was missing was someone who understood the problem well enough to build the right solution.
Seventeen years inside the problem.
The founder of AxiomAI spent seventeen years handling complex lost time and catastrophic claims across thirteen states for some of the largest carriers, third-party administrators, and self-insured employers in the country. Files that ran for years. IME letters, reserve analyses, and quarterly reviews written under deadline pressure, on files not touched in weeks.
Alongside that career ran a parallel interest in technology and in how tools reshape the way people work. When large language models became capable enough to reason over complex documents, the intersection was immediate and obvious: not because the technology was being watched abstractly, but because seventeen years on the other side of the problem made clear exactly what the output needed to look like.
That is why AxiomAI exists.
Domain knowledge as the product. Technology as the delivery.
AxiomAI builds AI-powered analysis tools for workers' compensation and care coordination professionals. Axiom Resolve serves adjusters and claims teams. Axiom Advocate serves nurse case managers and care coordinators. Both products do the same essential thing: take disorganized information and return structured, actionable insight in the format an experienced professional would produce, in under a minute.
This is not a general-purpose AI tool with a workers' comp skin on it. The prompts, the output structure, the clinical and legal framing, the jurisdictional awareness: all of it reflects seventeen years of working these files. The technology is the delivery mechanism. The domain knowledge is the product.
AxiomAI is headquartered in Michigan and serves claims professionals across the United States.
The team.
Jeff Sullivan
17+ years of workers' compensation claims experience across major carriers, TPAs, and self-insured employers. Complex lost time, catastrophic claims, and multi-jurisdiction files across 13 states. AAS in Physics, Dunwoody College of Technology. Builder of Axiom Resolve and Axiom Advocate.