We handle everything from expert recruitment to final datasets. Your first data delivery in as little as 2 weeks.
What we specialize in

Access the experts you need - easily
Find people to give you training and evaluation feedback without the recruitment complexity.
With 200,000+ active participants and thousands of domain experts, we curate, source and train the right experts fit for your project.

Ship faster with reliable data
Our QA process includes multi-stage reviews, calibration with your team, and real-time monitoring.
Your dedicated team - a project manager, a quality lead, and in-house PhD experts - keeps everything on track while you focus on model development.

Build programs that evolve with your models
Stop starting from scratch with every project. Our pool management maintains engaged participants who understand your tasks and improve over time.
Scale up for major releases and down during planning phases. Your participant pools grow smarter as your models do.
Trusted by AI/ML developers, researchers, and leading organizations across industries
We begin by understanding your needs through a requirements workshop, collaborating on task design to meet your goals. Our team handles participant sourcing, tool setup, and calibration tasks to ensure quality standards. Depending on the project type and complexity, you’ll start receiving datasets in weeks, with continuous optimization based on your feedback.
Yes, we offer flexible engagement models tailored to your needs. Choose projects for one-time data collection with defined endpoints, or programs for regular, ongoing needs like continuous RLHF or model benchmarking. Your team will help determine the best fit during consultation.
You receive complete, quality-assured datasets ready for training or evaluation. Your dedicated team includes a project manager, quality lead, and in-house PhD experts. We handle participant sourcing, training, quality assurance, and engagement management. For programs, we also maintain participant pools and provide performance monitoring.
We specialize in text-based data, including RLHF, supervised fine-tuning, evaluation, and testing across diverse domains. We also have strong capabilities in image evaluation and can discuss your specific multimodal needs during consultation.
Pricing depends on factors like data volume, timelines, participant expertise required, and quality assurance needs. We'll provide a detailed quote after understanding your requirements during an initial consultation.