Multilingual Primary Care Physician (MD) — Clinical Documentation & AI Evaluation

Confidential; United States; Remote; USD 83,000 - 165,000; Part time

Job summary

Zekai is seeking practicing Primary Care Physicians (MD) in the United States to review, annotate, and evaluate outpatient clinical documentation for an AI healthcare partner. You will assess AI-generated notes for accuracy and safety, contributing to quality and clinical usefulness of medical AI systems.

This remote, part-time role requires current clinical practice and strong English plus advanced proficiency in at least one other language, enabling collaboration across a multilingual cohort.

Qualifications

• MD with 2+ years post-residency and currently practicing PCP in the US.
• Direct experience writing outpatient clinical notes.
• Advanced proficiency (C1+) in at least one other language besides English.

Responsibilities

• Review outpatient notes, encounter summaries, and EHR documentation for accuracy and clinical soundness.
• Annotate data against guidelines and flag omissions, hallucinations, and gaps.
• Provide structured feedback for engineering and product teams.

Skills

MD

Outpatient notes writing

US-based clinician

Bilingual proficiency

Education

MD degree

Tools

Epic EHR

Job description

About the Role

our partner is hiring practicing Primary Care Physicians (MD) on behalf of a healthcare AI partner building advanced clinical documentation and decision-support tools. In this role you will apply your day-to-day outpatient expertise to review, annotate, and evaluate clinical documentation, directly shaping the accuracy, safety, and clinical usefulness of medical AI systems.

This role is designed for clinicians who are currently practicing primary care, family medicine, or general internal medicine and who write outpatient clinical notes as part of their regular work.

This is a multilingual cohort. In addition to English, you must be able to speak, listen, and write in at least one other language at an advanced (C1) level or above.

Key Responsibilities

Clinical Documentation Review

• Review outpatient clinical notes, encounter summaries, and EHR documentation for accuracy, completeness, and clinical soundness

• Evaluate AI-generated notes and summaries against what a practicing PCP would actually document

Annotation & Structured Feedback

• Annotate outpatient encounter data against detailed guidelines

• Flag omissions, hallucinations, clinical inaccuracies, and documentation gaps in AI-generated output

• Provide structured, written feedback that engineering and product teams can act on

Knowledge Contribution

• Contribute expert input on annotation guidelines, documentation standards, and edge-case definitions

• Raise clarifying questions where guidance is ambiguous and help refine the guidelines

Required Qualifications

• MD, with 2+ years post-residency, currently practicing primary care / family medicine / general internal medicine

• US-based

• Direct experience writing clinical notes in an outpatient setting

• In addition to English, advanced (C1 or above) proficiency — speaking, listening, and writing — in at least one of the following languages:

  • Spanish Chinese (Mandarin) Chinese (Cantonese) Tagalog Russian Haitian Creole

  • Korean Arabic Portuguese Polish Japanese

  • Turkish Italian Ukrainian Romanian Finnish French Danish Catalan Hungarian Czech German Bulgarian Indonesian Dutch

• Minimum availability of 10 hours/week

Preferred Qualifications

• 5+ years of experience post-residency

• Familiarity with Epic

• Experience with clinical documentation quality review, note auditing, or CDI exposure

• Prior AI/ML annotation or model evaluation work experience, with strong performance reviews

• Experience documenting patient care in a language other than English

Work Arrangement

• Remote, part-time — minimum 10 hours/week

• Flexible scheduling, designed around an active clinical practice

This is a 100% remote contract role. Applicants must be located in: United States.