Appen vs Toki

SpecialistConnects teams directly with verified human participants for preference tuning and studies, but lacks managed end-to-end labeling pipelines.

Blends custom software with dedicated human expert teams to handle complex operations, but operates as a bespoke service.

Combines robust data labeling tools with automated workflows, but focuses more on software tooling than managed human workforces.

AI calendar that defends your focus time and schedules work automatically

Provides enterprise-grade AI training data and model evaluation at massive scale, but often with higher enterprise pricing.

SpecialistThe AI super app for work — tasks, projects, calendar and meetings in one place

An adaptive AI work assistant that learns how you work across inboxes, calendars, chats, and apps

Delivers advanced multimodal data curation and annotation infrastructure, but requires your own annotation workforce for labeling tasks.

Email an AI assistant and let it run your schedules, inbox and CRM

SpecialistAn AI executive assistant that works across your inbox, calendar and meetings

SpecialistAgent observability, evaluation, and continuous improvement for production AI

SpecialistThe multimodal data layer for computer vision and physical AI teams