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Protocol Intelligence
Data-driven signals on your job's competitivenessMedium — senior niche role at a known mid-tier company in a metro location.
High because role requires specialized production ML, generative AI, and decision systems experience with strong domain constraints.
High due to explicit 8+ years, principal level, and mandatory production ML and generative AI expertise.
Job Description
Structured overview of role & requirementsAbout This Role
Lead design of enterprise decision intelligence systems integrating predictive models, business rules, and generative AI into actionable outputs.
Establish scalable decision modeling patterns for recommendations, prioritization, risk scoring, anomaly detection, and summarization.
Partner cross-functionally to ensure decision systems are production-grade, observable, scalable, explainable, and aligned to enterprise standards.
Minimum Requirements
8 or more years of experience delivering applied analytics, machine learning, or AI systems in production environments.
Expertise in predictive modeling and decision systems including evaluation, monitoring, drift detection, and thresholding strategies.
Strong understanding of generative AI systems, grounding techniques, structured outputs, and common failure modes.
Experience working with Python and modern machine learning or AI development workflows.
Ideal Candidate Profile
Strategically minded with deep AI expertise capable of shaping AI-powered decision intelligence at enterprise scale.
Experienced in leading cross-functional technical partnerships to drive adoption of scalable, responsible AI practices.
Proven in building production-grade machine learning and generative AI solutions with focus on reliability, interpretability, and continuous evaluation.