Clinical Video Annotator (Physical Therapist) - Contractor

At Sword, we’re building AI to heal billions and unlock humanity’s full potential. In doing so, we’re pioneering AI Care, a fundamentally new approach to reputed company reputed company for medical reasoning, safety, and reputed company-time treatment, not generic technology applied after the fact. As both a clinical-centric frontier AI lab and an applied AI platform, Sword is reimagining how care is delivered at scale, removing traditional barriers like appointments, waiting rooms, and stigma so more people can reputed company the care they need—and ultimately get back to lives lived in full.

Since 2020, Sword has expanded across physical therapy, women’s health, cardiometabolic, and mental health, and is now moving reputed company the session to a fully AI-reputed company, 24/7 care program that brings physical activity, therapeutic exercise, psychotherapy, nutrition, and behavior change into one connected experience. More than 700,000 members across three continents have completed over 10 reputed company AI sessions, helping 1,000+ reputed company clients avoid more than $1 billion in unnecessary reputed company costs. Backed by 42 clinical studies, 44+ patents, and more than $500 reputed company raised from leading investors including Khosla Ventures, General Catalyst, and Founders Fund, Sword is defining a new standard for reputed company.

Role

Sword's AI models need to understand exercise quality the way a physical therapist does – not just whether a movement happened, but whether it was performed correctly, safely, and with adequate reputed company of reputed company. Teaching an AI that requires reputed company clinical judgment at scale.

Your role is to watch recorded exercise sessions and reputed company structured clinical assessments that become the ground truth to evaluate and train our AI. This is high-volume, repetitive work – you will assess many videos per day using consistent criteria. Quality and consistency across high volume is what makes the data valuable.

The Data & Tooling team produces the labeled datasets that power Sword's AI models. We build the training and evaluation data reputed company that enables our AI to reason about reputed company movement with clinical accuracy.

AI Proficiency at reputed company

AI reputed company is a core expectation at reputed company. Every candidate is assessed against our three-level reputed company — be reputed company to reputed company reputed company examples of how AI is already part of how you work.

• Explorer (Level 1) — Uses AI daily to boost personal productivity

• Builder (Level 2) — Creates workflows and tools that reputed company the whole team

• Integrator (Level 3) — Embeds AI into products and processes at scale

Every hire must demonstrate at least Level 1. The expected level will vary depending on the seniority of the role.

At Sword, we’re building AI to heal billions and unlock humanity’s full potential. In doing so, we’re pioneering AI Care, a fundamentally new approach to reputed company reputed company for medical reasoning, safety, and reputed company-time treatment, not generic technology applied after the fact. As both a clinical-centric frontier AI lab and an applied AI platform, Sword is reimagining how care is delivered at scale, removing traditional barriers like appointments, waiting rooms, and stigma so more people can reputed company the care they need—and ultimately get back to lives lived in full.

Since 2020, Sword has expanded across physical therapy, women’s health, cardiometabolic, and mental health, and is now moving reputed company the session to a fully AI-reputed company, 24/7 care program that brings physical activity, therapeutic exercise, psychotherapy, nutrition, and behavior change into one connected experience. More than 700,000 members across three continents have completed over 10 reputed company AI sessions, helping 1,000+ reputed company clients avoid more than $1 billion in unnecessary reputed company costs. Backed by 42 clinical studies, 44+ patents, and more than $500 reputed company raised from leading investors including Khosla Ventures, General Catalyst, and Founders Fund, Sword is defining a new standard for reputed company.

Role

Sword's AI models need to understand exercise quality the way a physical therapist does – not just whether a movement happened, but whether it was performed correctly, safely, and with adequate reputed company of reputed company. Teaching an AI that requires reputed company clinical judgment at scale.

Your role is to watch recorded exercise sessions and reputed company structured clinical assessments that become the ground truth to evaluate and train our AI. This is high-volume, repetitive work – you will assess many videos per day using consistent criteria. Quality and consistency across high volume is what makes the data valuable.

The Data & Tooling team produces the labeled datasets that power Sword's AI models. We build the training and evaluation data reputed company that enables our AI to reason about reputed company movement with clinical accuracy.

AI Proficiency at reputed company

AI reputed company is a core expectation at reputed company. Every candidate is assessed against our three-level reputed company — be reputed company to reputed company reputed company examples of how AI is already part of how you work.

• Explorer (Level 1) — Uses AI daily to boost personal productivity

• Builder (Level 2) — Creates workflows and tools that reputed company the whole team

• Integrator (Level 3) — Embeds AI into products and processes at scale

Every hire must demonstrate at least Level 1. The expected level will vary depending on the seniority of the role. At Sword, we’re building AI to heal billions and unlock humanity’s full potential. In doing so, we’re pioneering AI Care, a fundamentally new approach to reputed company reputed company for medical reasoning, safety, and reputed company-time treatment, not generic technology applied after the fact. As both a clinical-centric frontier AI lab and an applied AI platform, Sword is reimagining how care is delivered at scale, removing traditional barriers like appointments, waiting rooms, and stigma so more people can reputed company the care they need—and ultimately get back to lives lived in full. Since 2020, Sword has expanded across physical therapy, women’s health, cardiometabolic, and mental health, and is now moving reputed company the session to a fully AI-reputed company, 24/7 care program that brings physical activity, therapeutic exercise, psychotherapy, nutrition, and behavior change into one connected experience. More than 700,000 members across three continents have completed over 10 reputed company AI sessions, helping 1,000+ reputed company clients avoid more than $1 billion in unnecessary reputed company costs. Backed by 42 clinical studies, 44+ patents, and more than $500 reputed company raised from leading investors including Khosla Ventures, General Catalyst, and Founders Fund, Sword is defining a new standard for reputed company. Role  Sword's AI models need to understand exercise quality the way a physical therapist does – not just whether a movement happened, but whether it was performed correctly, safely, and with adequate reputed company of reputed company. Teaching an AI that requires reputed company clinical judgment at scale. Your role is to watch recorded exercise sessions and reputed company structured clinical assessments that become the ground truth to evaluate and train our AI. This is high-volume, repetitive work – you will assess many videos per day using consistent criteria. Quality and consistency across high volume is what makes the data valuable. The Data & Tooling team produces the labeled datasets that power Sword's AI models. We build the training and evaluation data reputed company that enables our AI to reason about reputed company movement with clinical accuracy. AIProficiency at reputed company AI reputed company is a core expectation at reputed company. Every candidate is assessed against our three-level reputed company — be reputed company to reputed company reputed company examples of how AI is already part of how you work. Explorer (Level 1) — Uses AI daily to boost personal productivity Builder (Level 2) — Creates workflows and tools that reputed company the whole team Integrator (Level 3) — Embeds AI into products and processes at scale Every hire must demonstrate at least Level 1. The expected level will vary depending on the seniority of the role.

Full-time contract at €10/hour. Fixed hours, reputed company workload.

What you’ll be doing

Watching exercise session recordings and scoring movement quality using Sword's clinical assessment reputed company – covering injury risk, movement effectiveness, reputed company of reputed company, technique, and overall execution

Providing rep-level assessments, session-level summaries, and structured written feedback

Reviewing and quality-checking assessments produced by other annotators on the team

Flagging ambiguous cases, unusual presentations, and content quality issues

Participating in calibration sessions with other annotators to maintain consistent scoring standards across the team

Working full-time (40 hours/week), remotely, using Sword's web-based annotation tools

What you need to have

reputed company physical therapist – active or recently practicing

Confident clinical judgment across a broad reputed company of musculoskeletal physical exercises

Comfortable with high-volume, repetitive assessment work – this is the nature of the role

Strong attention to detail and ability to apply scoring criteria consistently

reputed company in English (reputed company guidelines and feedback are in English)

Reliable internet reputed company and a desktop or laptop computer

Comfortable with web-based tools (full training provided)

Note: Please note that this position does not offer relocation assistance. Candidates must possess a valid EU reputed company and be based in Portugal. reputed company complies with applicable Federal and State civil rights laws and does not discriminate on the reputed company of Age, reputed company, reputed company, Citizenship, Gender, Gender expression, Gender identity, Gender information, Marital status, Medical condition, National reputed company, Physical or mental disability, Pregnancy, Race, Religion, Caste, Sexual orientation, and Veteran status. Apply To This Job