Bridging Law, Academia, and Artificial Intelligence
At Kubik Legal, our work extends beyond traditional legal practice. In addition to serving clients as a practicing attorney, Dr. Sara Kubik, works directly with advanced artificial intelligence systems as a legal and STEM trainer. This dual role provides a rare perspective on how experts are engaged in the development of AI models and how organizations can achieve better outcomes through stronger project structures.
The Challenge
AI training programs often bring in highly qualified experts (e.g. lawyers, PhDs, scientists, and engineers) but fail to retain them. Misaligned roles, unrealistic time commitments, and ineffective communication structures can cause frustration, disengagement, and early departures. These patterns jeopardize both the quality of the data and the success of the project.
The Approach
Drawing on experience as both a practicing attorney and active AI trainer, Dr. Kubik advises organizations on how to structure their AI initiatives to make the most of expert knowledge. Her guidance focuses on:
- Defining clear roles between project leads and experts
- Setting expectations that respect professional commitments
- Building collaborative systems that keep experts engaged
- Aligning project goals with the depth of expertise available
This approach helps organizations retain top talent, reduce costly turnover, and deliver stronger training outcomes.
Why Kubik Legal
Dr. Kubik combines the rigor of legal practice and academic research with first-hand experience inside AI training programs. This perspective allows her to advise not only on legal matters but also on the human and structural factors that determine the success of AI initiatives.
Start the Conversation
If you are leading an AI training program and want to strengthen expert participation, improve retention, and ensure long-term success, we welcome you to contact us. Schedule a consultation to learn how tailored advisory support can enhance your project outcomes.