A dedicated data team handling collection, preprocessing, annotation, fine-tuning datasets and validation — so your models learn from clean, accurate, well-labeled data. For AI & ML teams in the USA, UK, Australia, Canada & UAE that need quality at scale.
Garbage in, garbage out — noisy, inconsistent or poorly labeled data quietly caps your model's accuracy and slows every release.
Unclear guidelines and untrained labelers produce noisy data that confuses your model.
Sourcing, cleaning and labeling enough high-quality examples is slow and resource-heavy.
Your ML team gets pulled into labeling instead of building, and releases slip.
From raw collection to a validated model — five connected services, one expert team.
Source and build the datasets your model needs.
Clean, structured, model-ready inputs.
Accurate labeling across every modality.
Curated datasets for instruction & RLHF.
Evaluate, test and benchmark your model.
Quality you can measure and trust.
Trained people plus rigorous process — the combination that produces dependable training data.
We turn your requirements into clear annotation guidelines, train and calibrate annotators on gold-standard examples, and align everyone before production starts.
Every batch passes multi-pass review, consensus and gold checks, with agreement metrics reported — delivered securely in your format and tooling.
Six simple steps so your datasets are accurate, consistent and on schedule.
We define data types, volumes and goals.
Labeling rules and gold examples.
Calibration batch and your sign-off.
Annotation and preprocessing at scale.
Multi-pass review and agreement checks.
Formatted data, reports and refinements.
Annotation, data and ML tooling — covered with the platforms data teams rely on.
A dependable partner that treats data quality as seriously as you do.
A seasoned team that has supported 120+ clients and 500+ projects worldwide.
Rigorous QA, gold checks and agreement metrics on every batch.
An NDA is signed before any data access; secure, access-controlled work.
Ramp a trained annotation team up or down to match your roadmap.
Working across USA, UK, AU, CA & UAE time zones.
We adapt to your guidelines, tooling and feedback loops.
"They built and labeled a high-quality dataset for our computer-vision model and the accuracy jump was immediate. The QA reporting and inter-annotator metrics gave us total confidence in the data."
Everything you might want to know before getting started.
Book a free 30-minute consultation and we'll scope a training-data plan that fits your modality, volume and quality bar. Need structured data too? See our data processing services.