Managed expert capacity for AI organizations

Connecting Specialized Expertise to the Global AI Economy.

Linco connects AI organizations with qualified domain experts for evaluation, training, safety testing, data annotation, clinical reasoning, multilingual review, and specialized workflows.

Medical AI projects—Up to $100+/hourRates are confirmed per project and matched to your specialty, expertise, and project requirements.

Qualified experts · Project-specific capacity · Managed delivery

Managed expert access

One accountable delivery layer

DemandAI organizations
Access layerLinco managed interface
ExpertiseGlobal medical network
Qualify
Coordinate
Deliver
The access gap

Global AI needs medical expertise. Access is still fragmented.

Medical AI organizations increasingly need physicians to evaluate models, test clinical reasoning, identify safety issues, create expert data, and evaluate AI across different clinical environments.

Qualified professionals in emerging markets may face practical barriers to participating through conventional individual pathways, including international contracting, payment infrastructure, language, and project coordination.

Turn available expertise into accessible, managed capacity.

The Linco model

One managed relationship. Qualified expert capacity.

Global AI organization

Defines the expertise and project requirements.

Linco

Sources, qualifies, matches, and manages expert delivery.

Expert network

Qualified professionals contribute specialized domain expertise.

Your team focuses on the AI project. Linco manages the expert delivery layer.

Why context matters

Clinical expertise is shaped by context.

Qualified physicians contribute perspectives shaped by clinical practice, available resources, patient communication, language, and local care environments. Linco's initial medical expert network is concentrated in Ethiopia, with expansion planned across additional markets.

Clinical expertise+
Language+
Local context
=Broader medical AI evaluation

AI should be evaluated across the environments where people actually live and receive care.

Medical AI services

Medical expertise structured for AI workflows.

01

Clinical AI evaluation

Physician review of model outputs, reasoning, accuracy, relevance, and safety.

02

Clinical reasoning

Expert assessment of diagnostic reasoning, treatment decisions, explanations, and clinical logic.

03

AI safety testing

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

04

Expert data creation

Expert annotations, reference answers, rubrics, evaluation datasets, and structured feedback.

05

Multilingual medical AI

English, Amharic, Tigrinya, Oromo, and additional languages as the network expands.

06

Local clinical context

Expert perspectives grounded in the healthcare environments relevant to each project.

Expert qualification

Access is only valuable when the expertise is trusted.

Experts complete a structured qualification framework before project placement.

01

Credentials

Professional credentials, education, identity, and relevant experience.

02

Clinical expertise

Specialty knowledge, reasoning, and professional communication.

03

Safety judgment

Structured assessment of clinical judgment, error recognition, and vigilance.

04

Project readiness

Readiness for the workflows and requirements of AI projects.

Safety remains a separate consideration. Strong performance elsewhere does not compensate for unsafe clinical judgment.

Learn How Experts Are Qualified
Start a conversation

Need medical expertise for an AI project?

Tell us the specialty, expertise, language, capacity, and project requirements. We’ll discuss the appropriate expert capacity and delivery model for your project.

Pilot engagements available. Capacity is assessed for each project.