RCM Product Engineer: AI-Driven Health Ops (Hybrid)

Energy Jobline ZR; Miami (FL); Hybrid; USD 120,000 - 190,000; Full time

Job summary

Sunlight is hiring an RCM Product Engineer to own end-to-end revenue cycle products, from discovery through delivery. You will work cross-functionally with engineering, data, operations and go-to-market in a small, fast-moving team.

You will define problems, prototype with AI, and ship fixes while maintaining crisp specs and strong ownership. This role blends problem-definition with hands-on production work in a hybrid setting.

Qualifications

• Five-plus years of full-stack engineering experience building production software.
• Strong grasp of architecture, data modeling and scalable backends.
• Excellent design sense and user empathy.
• Track record writing fast, robust specs with clear acceptance criteria.
• High ownership mindset driving projects from design to delivery.
• Independent judgment when facing vague problems and missing evidence.
• Hands-on with AI tools and LLM-powered products for prototyping and analysis.
• Comfort with ambiguity and a mix of discovery and production work.
• Excellent written communication and async collaboration.

Responsibilities

• Define the problems by mapping workflows across services, identifying bottlenecks and opportunities.
• Size opportunities and decide what to build or automate first.
• Understand healthcare revenue flows: how practices get paid and where bottlenecks lie.
• Turn ambiguous requirements into well-scoped specs with clear users, data and acceptance criteria.
• Connect data across services so a single data source powers all products.
• Own ideas from concept through launch, iterate, and retire when needed.
• Write production code weekly across the full stack and backend data pipelines.
• Prototype AI tools and agents and move successful ones to production.
• Design human-in-the-loop workflows where AI handles busywork with human review.

Skills

Full-stack engineering

AI/LLM tooling

Product spec writing

Strong communication

Independent judgment

Ownership mindset

Creative problem solving

Ambiguity tolerance

Async writing

Job description

Sunlight is hiring an RCM Product Engineer to own end-to-end revenue cycle products, from discovery through delivery. You will work cross-functionally with engineering, data, operations and go-to-market in a small, fast-moving team.

You will define problems, prototype with AI, and ship fixes while maintaining crisp specs and strong ownership. This role blends problem-definition with hands-on production work in a hybrid setting.