The expert network built for frontier AI training.

Meridial by Invisible Technologies - connecting independent contractors with AI training engagements sourced directly from the world's leading labs.
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of leading AI models trained
Trusted by
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Boosted.ai logo
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AI21Labs logo
ElevenLabs
You.com
Swissgear
Sedgwick
Microsoft
Headway
Grubhub
Group III International
Cohere
Charlotte Hornets
Boosted.ai
Artsy
AmFam
AWS
AI21labs

Behind Meridial

Ten years training the models that built the frontier.

Meridial by Invisible Technologies has powered frontier AI training with human expertise for a decade, beginning with the foundational models that defined modern AI.

Domain expertise

Expertise across every frontier.

Engagements span a variety of domains, from medicine and law to software engineering, mathematics, and creative writing. If you have expertise in these areas, there's a place for it here.

Language & linguistics

Translate, annotate, and evaluate AI outputs across 110+ languages — from syntax analysis to cross-cultural nuance review.

Sciences

Evaluate AI-generated scientific content across biology, chemistry, physics, and environmental science for accuracy and research-level rigor.

Business & professions

Apply professional judgment across strategy, operations, consulting, and B2B expertise to evaluate and shape AI business reasoning.

Engineering & technology

Review AI outputs in mechanical, electrical, civil, and systems engineering — where technical precision and domain standards are non-negotiable.

Coding

Write, debug, and evaluate AI-generated code across Python, JavaScript, SQL, Rust, and more — from snippet review to architecture assessment.

Medical & healthcare

Evaluate clinical reasoning, diagnostic logic, and medical literature for AI models — from general practice to specialist and surgical knowledge.

Finance & mathematics

Assess AI financial modelling, investment logic, risk analysis, and quantitative reasoning — from CFA-level review to competition mathematics.

Creative & multi-media

Evaluate AI-generated fiction, screenwriting, poetry, and visual storytelling for craft, voice, originality, and narrative structure.

Law

Review AI legal reasoning, contract analysis, and jurisdictional accuracy across practice areas and legal systems.

History

Verify factual accuracy, contextual appropriateness, and scholarly standards in AI historical content across regions and periods.

How it works

Engagements on your terms.

Every engagement is scoped via a Statement of Work, so you see what's involved, what it pays, and length of the project before you commit. Work when it suits you, on the engagements that fit your expertise.*

Join the Meridial network
01

Create a profile

Fill in your profile, indicate your skills, and complete a brief confirmation step.

02

Browse & apply to projects

Find engagements that match your expertise.

03

Get set up & start earning

Sign Statement of Work and choose when you engage.

*

Work on Meridial is project-based and carried out as an independent contractor. Rates are confirmed before you begin and payments are issued directly. You are responsible for your own tax obligations.

What is Meridial?

Meridial is an expert contractor marketplace powered by Invisible Technologies. We connect domain experts, in law, STEM, finance, coding, linguistics, safety, and other fields, with AI training projects that require specialized human knowledge and judgment.

Who is Meridial for?

Meridial is for subject matter experts across domains including law, medicine, coding, finance, creative writing, and others, who want to contribute and provide their services to frontier AI development.

What kind of work do Meridial experts do?

Meridial experts provide critical feedback through traditional Reinforcement Learning from Human Feedback (RLHF) and Supervised Fine-tuning (SFT) processes like writing and answering prompts, evaluations, ranking responses, improving chain of thought reasoning, and red-teaming. Additionally, experts play a critical role in creating Reinforcement Learning (RL) environments, performing tasks like environment design, trajectory validation, judge model calibration, reward signal design, and edge case identification.

How does Meridial work?

Experts create a profile, complete a brief confirmation step, and browse available opportunities for engagement. Those matched to a project sign a Statement of Work and contribute on their own schedule. There are currently 700+ engagements across 12 domains.

How is Meridial different from other AI training platforms?

Meridial sources engagements directly from the labs building frontier AI, rather than operating as an open marketplace. Domain expertise is matched with specific projects, giving experts access to cutting-edge work from top frontier models and enterprises.