Response evaluation
Preference, safety, accuracy and helpfulness review.
AI training data marketplace
Launch human data campaigns for multimodal AI.
Human Loop helps AI teams collect rights-cleared evaluations, recordings, annotations, conversations and agent tests from qualified contributors, with quality controls built in.
Live marketplace18 campaigns
Voice, video, image, agent testing and response evaluation running through QA.
Contributor routingLanguage + skill + quality
Campaign operationsBudget, tasks, review
Quality engineGold tasks + fraud signals
Dataset deliveryCSV, JSONL, metadata
Why it exists
AI teams cannot buy the next dataset from the open web.
New models need specific human signals: preference judgments, regional speech, visual labels, task attempts, consented video, and real-world agent feedback.
That is an operations problem. You need sourcing, qualification, privacy, fraud checks, payments, review queues and clean dataset delivery in one loop.
Campaign formats
One marketplace for the work AI labs actually need.
Voice collection
Language, accent and scenario-specific speech data.
Video tasks
Consent-based multimodal collection and review.
Image annotation
Labeling, classification and visual QA outputs.
Agent testing
Humans test AI agents in real workflows.
Conversations
Guided dialogues, rankings and conversation data.
Scope
Define modality, task rules, contributor profile, budget and delivery format.
Match
Route work to qualified contributors by language, skill, location and quality.
Collect
Run guided tasks for voice, video, text, image, agent tests and reviews.
Control
Use qualifications, hidden gold tasks, fraud signals and human review.
Export
Approve records and download structured CSV, JSONL and audit metadata.
For AI teams
Turn a data request into a governed production campaign.
- Define task requirements, target contributors, reward, budget and delivery format.
- Monitor progress, quality, spend and review status from the control plane.
- Export approved records as model-ready datasets.
For contributors
Complete qualified tasks and build a trusted data profile.
- Find campaigns matched to your languages, skills and country.
- Complete guided voice, image, video, text and AI evaluation tasks.
- Track earnings, acceptance rate and quality score.
Quality layer
Not a freelancer board. A data production system.
Every task moves through qualification, reservation, submission, automated scoring, review and ledger records before it becomes exportable dataset material.
Contributor qualification Gold-task checks Consent records Duplicate detection Payout ledger Audit-ready exports
Build the human layer your AI model is missing.
Create the campaign, run the contributor loop, approve high-quality records, and export the dataset.
Launch Human Loop