Toptal ExpertCrowd

How it works

Toptal describes ExpertCrowd as a service that supplies vetted experts to companies improving AI models. The work it lists covers RLHF, reinforcement learning data generation, data labeling and model evaluation, including benchmark design, red teaming, supervised fine-tuning examples and expert review in agentic feedback loops. Domains named on the page include education, finance, legal, healthcare, cybersecurity and retail.

The public page is written for clients: its only call to action is to schedule a demo. It does not describe how an individual expert applies or is screened for ExpertCrowd projects.

Worth knowing

Good:

• Toptal states the expert network spans more than 140 countries
• The listed work is expert-level (benchmark design, red teaming, review), not generic microtasks

Less good:

• There is no published application route for experts, no stated screening process and no stated project volume
• Toptal does not publish pay rates, payment methods or a payout schedule for this work
• The service is new, so there are few independent accounts from experts about what the work is like

Compare other expert-network platforms such as Mercor and Turing.

About this page

Facts above come from Toptal's ExpertCrowd page on toptal.com, last checked 23 October 2026. We could not verify an expert application process, pay, payout terms or any worker reports, so those fields are empty.