The Role
Lead high-scope AI and ML projects, focusing on Generative AI. Collaborate with cross-functional teams to design and implement solutions that enhance patient care.
Summary Generated by Built In
Sword Health is on a mission to free two billion people from pain.
With 67% of members achieving a pain-free life and a 70% reduction in surgery intent, at Sword, we are using AI Care to change lives, and save millions for our 25,000+ enterprise clients across three continents. Today, we hold the majority of industry patents, win 70% of competitive evaluations, and have raised more than $400 million from top venture firms like Founders Fund, Sapphire Ventures, General Catalyst, and Khosla Ventures.
Recognized as a Forbes Best Startup Employer in 2025, this award highlights our focus on being a destination for the best and brightest talent. Not only have we experienced unprecedented growth since our market debut in 2020, but we’ve also created a remarkable mission and value-driven environment that is loved by our growing team. With a recent valuation of $4 billion, we are in a phase of hyper growth and expansion, and we’re looking for individuals with passion, commitment, and energy to help us scale our global impact.
Joining Sword means committing to a set of core values, chief amongst them to “do it for the patients” every day, and to always “deliver more than expected” on behalf of our members and clients.
This is an opportunity for you to make a significant difference on a massive scale as you work alongside 1000+ (and growing!) talented colleagues, spanning three continents. Your charge? To help us build a pain-free world, powered by AI, enhanced by people — accessible to all.
The AI Team
The main goal of the AI team is to leverage AI and ML to provide high-quality clinical care at unprecedented levels of personalization and scale. In this regard, in close collaboration with the clinical team, we develop ML-powered features that identify the best course of action for each patient at any given moment or circumstance whilst employing a holistic perspective but also contemplating any relevant nuance. We also work on ensuring the overall experience is as close as possible to a 1:1 session with a Physical Therapist and thus play a crucial role in enabling the AI Care provided by Sword.
Examples of this are projects like “Phoenix” and all the decision support systems that empower our Physical Therapists to provide world-class care to our members
As for the near future, our focus will be on taking the degree of personalization and human touch of our AI care to a whole new level by leveraging the most recent developments in the Generative AI field.
What you'll be doing:
- Lead projects of high scope and ambiguity often concerning new products or revenue streams;
- Play an important role in the definition of the roadmap by envisioning what the team should be betting on from a technical and strategic perspective as well as in the definition of the team’s priorities;
- Significantly contribute to the dissemination of knowledge and experience of how to build ML systems, with special emphasis on the Generative AI field;
- Provide significant input to executive leadership in regard to new strategic technical initiatives that the company should pursue following industry trends;
- Contribute to designing, building, evaluating, shipping, and improving Sword’s products by hands-on AI/ML development;
- Develop and maintain data processing pipelines for getting the data required to build and evaluate models;
- Work alongside the Product, Data & Engineering Teams to define and implement AI/ML-powered features for internal and external users;
- Proactively identify areas for improvement, by implementing processes that improve the team’s quality and speed of delivery;
- Solve highly ambiguous, shortly scoped, and highly complex technical problems regarding which past work of the team is of little-to-no use.
What you need to have:
- 6+ years of professional experience in Machine Learning within an AI-oriented company;
- Deep technical knowledge of LLMs and Generative AI as a whole and proven experience shipping applications powered by such technology;
- Experience leading and owning complex and ambiguous projects from ideation to completion/maintenance;
- Hands-on experience implementing and maintaining production machine learning systems;
- Solid experience in SQL and Python as well as experience developing production software;
- Proficient knowledge of Python data stack (numpy, pandas, matplotlib, scikit-learn, etc);
- Experience providing technical oversight and mentoring colleagues;
- Ability to learn quickly and dive deep into new problems and fields;
- Ability to communicate concepts clearly and interface with both technical and non-technical stakeholders;
- An independent and self-driven approach, demonstrating the capability to work autonomously;
- Robust problem-solving skills coupled with adaptability in handling evolving and conflicting priorities;
- Proven track record in developing software applications that are both scalable and reliable.
What we would love to see:
- Experience working in a fast-paced environment and wearing different hats;
- Experience building data processing pipelines;
- Experience using cloud platforms like GCP or AWS.
To ensure you feel good solving a big Human problem, we offer:
- A stimulating, fast-paced environment with lots of room for creativity;
- A bright future at a promising high-tech startup company;
- Career development and growth, with a competitive salary;
- The opportunity to work with a talented team and to add real value to an innovative solution with the potential to change the future of healthcare;
- A stimulating environment with room for creativity;
- A flexible environment where you can control your hours (remotely) with unlimited vacation;
- Access to our health and well-being program (digital therapist sessions);
- Remote or Hybrid work policy.
The interview process:
- 30-minute call with the recruiter;
- 30-minute call with an initial screener;
- 1 take-home assignment (to be delivered within 1 week);
- 1h general skills and working principles interview;
- 1h mindset and cultural fit interview.
Portugal - Sword Benefits & Perks:
• Health, dental and vision insurance
• Meal allowance
• Equity shares
• Remote work allowance
• Flexible working hours
• Work from home
• Discretionary vacation
• Snacks and beverages
• English class
Note: Please note that this position does not offer relocation assistance. Candidates must possess a valid EU visa and be based in Portugal.
Sword Health complies with applicable Federal and State civil rights laws and does not discriminate on the basis of Age, Ancestry, Color, Citizenship, Gender, Gender expression, Gender identity, Gender information, Marital status, Medical condition, National origin, Physical or mental disability, Pregnancy, Race, Religion, Caste, Sexual orientation, and Veteran status.
Top Skills
AWS
GCP
Generative Ai
Llms
Machine Learning
Python
SQL
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The Company
What We Do
SWORD Health is the world’s fastest growing virtual musculoskeletal (MSK) care provider, on a mission to free two billion people from chronic and post-surgical pain. The company’s clinical-grade virtual therapy platform pairs expert physical therapists with FDA-listed wearable technology to deliver a personalized treatment plan that is more effective, easier and less expensive than traditional physical therapy. SWORD Health believes in the power of people to recover at home, without resorting to imaging, surgeries or opioids. Since launching in 2015, SWORD Health has worked with insurers, health systems and employers in the U.S, Europe and Australia to make quality physical therapy more accessible to everyone.
