About this Tech Lead, Applied AI role at Abby Care
About Abby Care: Powering the future of care at home for all of America.
Abby Care is building the leading AI-native platform for family-led care. America is facing a growing care crisis. Millions more people need care at home than ever. Over 50 million family caregivers support loved ones without the tools, training, or recognition they deserve.
We believe families are the largest untapped caregiving workforce in America, and that technology can help them deliver better care while driving stronger outcomes and greater transparency across the healthcare system.
Abby Care combines clinical oversight with an AI-powered platform to train, enable, and support family caregivers in delivering high-quality care at home. Our platform helps health plans and government partners better understand, verify, and improve care in the home. We expand access to care, reduce reliance on higher-cost settings, and help ensure public dollars are spent effectively.
We are proud to partner with leading health plans, providers, and community organizations and are backed by top VCs. We envision a future where family-led care is a core part of the healthcare system. Abby Care is building that future.
Join us in solving one of the most important challenges of our time.
The Opportunity
Abby Care is building an AI-native operating system for home care—one that manages the full lifecycle from caregiver and patient intake through care delivery, billing, and compliance.
As we expand our capacity to support more family caregivers at scale, we’re looking for an Applied AI Technical Lead to define and build the intelligence layer of this platform. Reporting to the VP, Head of Engineering, you will serve as the senior technical leader for Applied AI across the company.
You will identify the highest-leverage opportunities for AI, define the technical architecture and roadmap, and lead the development of production systems that execute complex healthcare workflows. These systems may collect and interpret clinical documents, prepare prior authorization packets, assist caregivers and clinicians, coordinate operational work, predict risk, or surface exceptions requiring human judgment.
A true builder-leader, you are equally comfortable setting long-term technical direction, mentoring engineers, and going deep into implementation. You understand that building reliable AI systems requires more than connecting an application to a model: it requires thoughtful workflow design, rigorous evaluation, strong software engineering, and clear boundaries between autonomous execution and human oversight.
If you are excited to build and lead the Applied AI function at a fast-growing company while transforming how high-quality care is delivered in the home, we’d love to hear from you!
This is a full-time hybrid opportunity based in San Francisco, California, with four days per week in person.
What you’ll work on
Set the Applied AI vision and roadmap: Define how AI will transform workflows across intake and enrollment, care delivery, revenue cycle management, and compliance. Partner with Engineering, Product, Clinical, Operations, and Analytics to prioritize the highest-leverage opportunities.
Build the intelligence layer of Abby Care’s operating system: Architect and develop agentic systems that reason over complex information, interact with internal tools, and execute consequential healthcare workflows end to end.
Design for safe and scalable autonomy: Establish human-in-the-loop and human-on-the-loop patterns based on risk, reversibility, confidence, and regulatory requirements, combining AI with deterministic systems where appropriate.
Create shared AI foundations: Build reusable capabilities for orchestration, retrieval, knowledge representation, tool use, memory, structured outputs, evaluation, tracing, and feedback loops.
Establish production and evaluation rigor: Define how Abby Care measures, monitors, and improves AI systems across quality, safety, reliability, latency, cost, and downstream operational outcomes.
Build and lead the Applied AI function: Recruit and mentor engineers, set a high technical bar, embed AI engineers into domain teams, and remain hands-on in the most ambiguous and technically critical areas.
What success looks like
Abby Care has a clear, prioritized Applied AI strategy tied to measurable company and product outcomes.
High-impact AI systems are operating reliably in production and completing meaningful portions of end-to-end workflows.
AI autonomy is governed by explicit risk, confidence, and human-approval mechanisms.
The organization has rigorous evaluation, monitoring, and feedback systems that make AI performance measurable and auditable.
Domain teams can build on reusable AI primitives instead of repeatedly creating one-off solutions.
Applied AI capabilities are tightly integrated with Abby Care’s System of Record, product workflows, and operational processes.
The Applied AI team attracts strong talent, operates with high technical standards, and becomes a force multiplier across the company.
Abby Care increases operational throughput and quality without proportional growth in manual coordination or headcount.
What you’ll have
8+ years of experience in software engineering, machine learning, or Applied AI, with significant experience building production systems.
Demonstrated experience defining the architecture and leading the delivery of AI-powered products or platforms.
Strong hands-on experience with modern language models, agent architectures, retrieval systems, tool use, structured outputs, and evaluation.
Experience designing systems that operate over complex, incomplete, or unstructured real-world data.
Strong software engineering and system-design fundamentals, including backend architecture, APIs, distributed systems, and data modeling.
Experience establishing evaluation methodologies and production monitoring for probabilistic systems.
Demonstrated ability to identify high-leverage problems and drive them from ambiguous problem definition through measurable outcomes.
Experience providing technical leadership across teams and mentoring senior engineers.
Strong product and operational judgment, including the ability to balance autonomy, reliability, speed, cost, and risk.
Outstanding written and verbal communication skills, with the ability to align technical and nontechnical stakeholders.
Must reside in or be willing to permanently relocate to the San Francisco Bay Area.
Experience with model fine-tuning, post-training, reinforcement learning, synthetic data generation, knowledge graphs, ontologies, workflow engines, or state machines is preferred but not required.
Experience in healthcare, fintech, insurance, or another regulated and operations-intensive environment is preferred but not required.
Benefits:
Competitive compensation packages that reflect the value you bring. We reward our team for the impact of their work.
Comprehensive health coverage that works for you. Choose from high-quality medical dental and vision options, including a $0 deductible PPO and a company-funded HSA, alongside employer-paid life and disability insurance.
Generous paid time off. We provide policies that allow you to recharge along with 10 paid company holidays.
Financial savings benefits to support your future. We support your financial well-being with HSA contributions, optional FSA and commuter benefits, and full coverage of all 401(k) account fees (employer match not currently offered).
Paid parental leave to support your growing family. We provide paid leave, so you can focus on bonding and adjusting to life as your family grows.
Our Values
Families First
Redefining healthcare starts with how we treat the parents and children we serve. We go above and beyond for every family, building strong, lasting relationships. We continually ask ourselves, “Would we want this for our own families?”Urgency with Precision
Millions of families are waiting for care, and they cannot wait, therefore this is not your typical 9 to 5 job. We match their urgency with our own, delivering exceptional care without compromise. Here, speed and excellence go hand in hand.Relentlessly Resourceful
As an ambitious startup, we adapt quickly and make the most of limited time and resources. We solve challenges with creativity to deliver results without unnecessary complexity.Purpose with Positivity
We take our mission seriously while never losing sight of the people behind the work. Respect, kindness, memes, and coffee make us stronger as a team and better for the families we serve.Driven to Redefine What’s Possible
We are here to make healthcare better, which means asking hard questions, challenging outdated systems, and finding smarter, more compassionate ways to deliver care.
Automated Decision Tools
Abby Care may use automated decision tools to help match and rank candidate work experience, education and skills found in online profiles, resumes and job applications against job requirements. We believe that these tools help ensure objective, data-based decisions during the hiring process, however, all Abby Care hiring decisions involve final human review and input. If you have questions or would like to request an alternative process, contact talent@abbycare.org.