Domain Expertise and Precision Data, Built for AI
Sourced from verified contributors. Structured for scale. Built for every stage of the AI lifecycle.
High Quality Datasets
- Diverse domain data sourced from a global network of verified experts
- Privacy-first with global consent standards and automated PII redaction
- Enterprise grade security, compliance, and access controls at every layer
Deep Domain Experts
- Vetted experts including PhDs and researchers from top global institutes
- Subject matter experts across STEM and Non STEM disciplines
- Structured, annotated data across every modality for your model training
Solutions Overview
Solutions tailored to every stage of model building
Pre-Training
Diverse multi-modal datasets that give your base model the breadth and depth to generalize from day one
Domain Specific SFT
Expert-curated instruction data that teaches your model to think, reason, and respond like a true domain specialist.
RLHF
High-fidelity data, annotated by domain experts who know the difference between good and exceptional.
Model Evaluation
Rigorous, domain-deep benchmarks that expose exactly where your model performs - and where it falls short
Agentic Workflows
Structured, real-world task data that trains agents to plan, decide, and act with precision across complex multi-step scenarios
Code-Gen Evaluation
Expert-validated code benchmarks that stress-test generation quality beyond what standard evals catch
How It Works
From Brief to Benchmark-Ready Data
Define Scope
We map your exact data requirements - domain, format, volume, and use case. A precise brief sets every downstream step for success.
Data Collection & Annotation
Verified domain experts and partners source and annotate data with nuance machines alone can't replicate.
Quality Validation
Every dataset passes a rigorous multi-layer review - automated checks combined with expert human validation.
Delivery
Training-ready datasets delivered in your format, with full documentation and compliance metadata. Clean, structured, data that plugs directly into your pipeline.
Data Modalities
Structured, annotated data across every modality for your model training
Text
Multilingual, domain-deep textbook content ideal for pre-training and reasoning tasks
Code
Expert-validated production code datasets spanning languages, frameworks, and complexity levels.
Image
Richly annotated image datasets across diverse domains, built for classification, detection, and multimodal training
Audio
High-fidelity audio datasets with precise transcription, speaker labeling, and domain-specific vocabulary coverage