Demo

AI Product Engineer

Tennr
York, NY Full Time
POSTED ON 12/5/2025
AVAILABLE BEFORE 2/3/2026
Company Description

Today, when you go to your doctor and get referred to a specialist (e.g., for sleep apnea), your doctor sends out a referral and tells you, “They’ll be in touch soon.” So you wait. And wait. Sometimes days, weeks, or even months. Why? Because too often specialists and medical services are overwhelmed with referrals and the painstakingly manual process it takes to qualify your referral prevents them from getting around to it on time, or sometimes at all. Tennr prevents these delays and denials by making sure every referral gets where it needs to go, with the right info, at the right time. Powered by RaeLM™ Tennr reads, extracts, and acts on every piece of patient information so providers can capture more referrals, slash denials, and reduce delays.

Role Description

We’re looking for a high-agency AI Product Engineer to bridge the gap between cutting-edge ML research and real-world product delivery. You’ll design and build agentic workflows that power complex healthcare processes, combining LLMs, vision models, and structured automation to solve hairy infrastructure, workflow, and UX challenges in U.S. healthcare.

This role involves creating pipelines, evaluation harnesses, and scalable production-grade agents. You’ll be responsible for researching the right tools and models, ensuring we always use the best-fit technology for each workflow.

As part of our ML team, you’ll work hand-in-hand with researchers to translate new techniques and insights into production-ready systems. The ideal candidate has full-stack engineering experience, hands-on expertise with LLM APIs, and a proven track record of deploying AI systems into production. You’ll work across the stack—from data collection to orchestration to frontend integration—bringing cutting-edge AI solutions to life in real-world healthcare environments.

Responsibilities

As an AI Product Engineer at Tennr, you’ll bridge the gap between cutting-edge ML research and real-world product delivery. You’ll help build intelligent systems that use LLMs, vision models, and structured automation to solve hairy infrastructure, workflow, and UX challenges in U.S. healthcare.

  • Ship full-stack AI systems end-to-end
  • Build observability and debugging tools to capture model performance, user feedback, and long tail cases in production.
  • Go from ideation to code within hours; iterate quickly on experiments and data.
  • Work directly with ML, Sales, Customer Success, and Implementations to build AI systems for different use cases

Qualifications

  • Proficiency in full-stack development, with a strong understanding of web frameworks, backend systems, and cloud infrastructure
  • A track record of working through the full lifecycle of building, testing, deploying, scaling, and monitoring LLM-centered software architectures.
  • Understanding of how to test AI system performance beyond raw model accuracy.
  • Must articulate ideas well! A big part of making successful AI systems is telling people about them. This includes writing docs and technical reports at the minimum – and speaking in front of an audience at the extreme (optional).
  • Experience in healthcare or working with unstructured documents is a plus.

Why Tennr?

  • Drive Impact: one of our company values is Cowboy, meaning you set the pace. You won’t just talk about things, you’ll get them done. And feel the impact.
  • Develop Operational Expertise: learn the inner workings of scaling systems, tools, and infrastructure
  • Innovate with Purpose: we’re not just doing this for fun (although we do have a lot of fun). At Tennr, you’ll join a high-caliber team maniacally focused on reducing patient delays across the U.S. healthcare system.
  • Build Relationships: collaborate and connect with like-minded, driven individuals in our Chelsea office 4 days/week (preferred)
  • Free lunch! Plus a pantry full of snacks.

Benefits

  • New, spacious Chelsea office
  • Unlimited PTO
  • 100% paid employee health benefit options
  • Employer-funded 401(k) match
  • Competitive parental leave

Compensation Range: $200K - $240K

Salary : $200,000 - $240,000

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