Solutions

Managed medical expertise for AI workflows.

Access qualified medical expertise for AI evaluation, clinical reasoning, safety testing, expert data creation, multilingual projects, and specialized medical-AI workflows through one managed relationship.

Solutions

Medical expertise structured for AI work.

01

Clinical AI Evaluation

Physician review of AI outputs for clinical accuracy, relevance, reasoning, consistency, and safety.

02

Clinical Reasoning

Expert assessment of diagnostic reasoning, treatment decisions, clinical logic, explanations, and medical decision-making.

03

AI Safety & Red Teaming

Identification of unsafe, misleading, incomplete, biased, or clinically inappropriate model behavior.

04

Expert Data Creation

Physician-generated annotations, reference answers, rubrics, structured feedback, evaluation datasets, and other expert-labeled medical data.

05

Medical Content

Expert-authored or expert-reviewed medical questions, cases, rationales, explanations, and assessment material.

06

Multilingual Medical AI

Medical-AI evaluation and expert work involving English, Amharic, Tigrinya, Oromo, and additional languages available through the network.

07

African Clinical Context

Medical-AI evaluation informed by Ethiopian and East African disease patterns, healthcare resources, clinical workflows, communication, and patient environments.

Why Linco

Expertise matched to the work.

Medical-AI projects require more than access to physicians. They require the right expertise for the specific task. Linco connects organizations with qualified medical experts based on specialty, experience, language capabilities, project requirements, and delivery needs.

Specialized expertise

Access physicians across primary care and medical specialties.

Multilingual capability

Support medical-AI workflows involving English and Ethiopian languages.

Managed delivery

Work through one commercial and operational relationship rather than coordinating multiple experts independently.

Engagement

Flexible engagement for different project needs.

Linco structures expert capacity around the requirements of each engagement. The appropriate commercial and delivery model depends on the expertise, complexity, volume, duration, and project requirements.

Expert Capacity

Access defined medical expert capacity for ongoing or time-bound workflows.

Project Cohorts

Build specialized groups of physicians around a project, specialty, language, or use case.

Project Delivery

Engage Linco for defined evaluation, expert-data, content, safety, or other medical-AI deliverables.

How to engage

Start with the requirement.

01

Tell us what you need.

Share your project, expertise, specialty, language, capacity, and timeline.

02

We assess the fit.

Linco reviews the requirement against available expertise and current capacity.

03

We shape the engagement.

We propose an appropriate expert capacity or project delivery structure.

Solutions FAQ

Concise answers, upfront.

Clinical AI evaluation, clinical reasoning assessment, AI safety testing, expert data creation, medical content, multilingual workflows, and other medical-AI work requiring qualified medical expertise.

Generalist and primary-care expertise alongside medical specialties. Available expertise depends on the project and current expert capacity.

Yes. Linco supports medical-AI work involving English and Ethiopian languages, including Amharic, Tigrinya, and Oromo, with language requirements assessed for each project.

Yes. Generalist and primary-care expertise is a core part of the network, alongside medical specialties.

Yes. Linco can structure a specialized group of physicians around a project, specialty, language, or use case.

Experts complete a structured qualification process covering credentials, clinical expertise, safety judgment, and project readiness. Learn more about the Expert Network.

Yes. Pilot engagements are considered subject to current expert capacity and project fit.

Tell us what expertise your project requires.

Share your requirements and Linco will assess current expert fit, capacity, and potential next steps.