Every Kind Of Project,
For Every Kind Of Expert.
Some projects are hands-on, open to anyone willing to learn. Others take a lifetime of expertise to do well. Whatever your field, more than one will draw on what you know.
Data Collection
Data collection projects ask you to gather, record, or submit real-world information that AI systems learn from. This could involve recording your voice, capturing video, or photographing objects. Your specific background, language, or locale is often exactly what makes your contribution valuable.

Annotation
Annotation tasks ask you to label, tag, or classify data so AI systems can learn from it. This might mean identifying objects in images, tagging sentiment in written text, or marking the boundaries of relevant information in a document. The work is precise and directly shapes how AI models understand the world.
See open Annotation projects
Judging
Judging tasks ask you to evaluate and compare AI-generated outputs for accuracy and quality. This is where domain expertise matters most. You’re not just checking boxes. You’re applying real professional judgment to determine whether an AI system got something right, and how it could do better.
See open Judging projects
Transcription
Transcription tasks ask you to convert audio or video recordings into accurate written text. Projects range from general transcription to highly specialized domains like medical consultations, legal proceedings, or financial earnings calls. Domain familiarity is what separates a good transcription from a great one.
See open Transcription projects
Translation
Translation tasks go beyond word-for-word conversion. The best translations preserve meaning, tone, and context across languages, and the experts who do this best bring not just linguistic fluency but cultural context that no algorithm can replicate.
See open Translation projects
Discover how OneForma matches you to projects that make the most of your expertise and goals, whether that’s a specific task type, domain, or language.