Member of Product Staff, Foundation Models & Post-Training

Job summary

Responsibilities

Abridge was founded to power deeper understanding in healthcare. Our ambient AI platform transforms clinical conversations into high-quality documentation and is expanding into clinical workflows such as coding, clinical decision support, and care navigation.

• Set the product strategy for Abridge's model family. Translate company and product priorities into a coherent portfolio of models, with explicit choices across capability…
• Own the path from research to product impact. Define the hypotheses, milestones, decision gates, and success metrics that move models from experiments into shadow mode and…
• Turn proprietary data into a product advantage. Shape how Abridge uses de-identified conversations, final notes, clinician edits, EHR context, and care actions as training and…
• Make model investment decisions legible. Build clear frameworks for when to use a frontier model, an open model, a prompted workflow, or an Abridge-trained model; quantify…
• Partner with Evals on promotion criteria. Define the product-relevant capabilities and failure modes that matter for each model use case, while the Evals team owns shared…

What they're looking for

• 7+ years of product-management or closely related experience, including substantial ownership of ML-powered products, model platforms, or AI infrastructure.
• A track record of turning ambiguous technical capabilities into shipped products and measurable user or business outcomes.
• Strong working knowledge of the modern model-development lifecycle, including data strategy, fine-tuning and preference optimization, evaluation, inference, experimentation, and…
• The technical judgment to reason with ML scientists and engineers about training objectives, reward design, data quality, model selection, scaling, latency, and serving cost -…
• Strong product judgment about where proprietary models create durable differentiation versus where external models or conventional systems are the better choice.