Client
Industry
Services
Project Duration
The Challenge
Legal firms face significant difficulty when evaluating cases that involve long‑term medical care, particularly at the early decision‑making stage. This overwhelming process usually includes:
Manual Complexity: Traditional life care planning requires reviewing thousands of pages of medical records, expert reports, and historical settlements.
Investment Risk: Without reliable medical cost projections, law firms risk committing substantial time and capital to cases with limited recovery potential.
Valuation Uncertainty: Conventional estimation methods are often inconsistent, subjective, and vulnerable to statistical noise.
Without a clear, data-backed projection of long-term medical costs, legal firms are forced to make early case decisions without understanding whether the potential recovery will justify the time, capital, and litigation resources required. This exposes firms to significant Return on Investment (ROI) risk, especially in cases that require years of sustained effort.
As a result, valuation uncertainty remains high. Conventional estimation methods are often subjective, statistically noisy, and difficult to defend, making early‑stage case assessment both financially risky and operationally inefficient.
The Vision
The vision behind Range Finder was to create an AI‑driven system that could transform complex, unstructured medical histories into clear, defensible financial insight.
The goal was to give legal and medical professionals a way to instantly understand whether the potential value of a case justified the time, cost, and resources required to pursue it. Conceptually, this meant building a system that could position every historical medical case within a shared analytical space and use that context to define a realistic cost range for new subjects.
By grounding decisions in real peer outcomes rather than assumptions, Range Finder aimed to bring predictability, transparency, and confidence to Physician Life Care Planning™.
In practical terms, this meant giving firms an early, defensible way to evaluate whether pursuing a case would be financially viable before committing significant litigation resources.
End-to-End Pipeline
The Range FInder
Customer Outcomes
