Foundation labs · Robotics · MedTech

Datasets your model has never seen.

Not recycled web scraping. Real-world data collected by qualified field teams, validated by independent credentialed experts, delivered with full provenance chain. OraData is your single point of contact.

Four pillars

Why ML teams choose us.

OraData-certified quality

Every dataset is certified by OraData. We manage the entire chain — collection, annotation, verification — and guarantee the quality. You deal with us, not with individual contributors.

Golden Rule enforcement

No contributor ever validates their own work. Cross-validation is enforced at the database level (3 independent layers). This is what makes our data trustworthy.

Anonymous expertise

Your datasets are verified by credentialed specialists (Bac+4 to PhD). You see their qualification level and experience — never their identity. Credential verification available on request.

Audit-ready provenance

Full traceability from capture to delivery: GPS, timestamps, validation chain, consent records. HIPAA-compliant for medical data. GDPR-ready.

Client journey

From first call to sovereign delivery.

01

Browse or brief

Buy ready-made datasets from our marketplace instantly — or describe your specific needs and we'll build it for you. Quote within 48h.

02

Certified pilot

For custom orders: a pilot batch (5-10% of total) is delivered first. Double expert validation. You approve before full production starts.

03

Weekly delivery

Weekly batches, real-time dashboard, quality scores per delivery. Rejections resolved within 72h.

04

Sovereign handoff

Encrypted transfer (signed URLs), JSON Schema metadata, full provenance archive. The dataset is yours, permanently.

A custom dataset in 2 to 8 weeks.

Let's talk. Technical brief, certified pilot, weekly delivery. No commitment before pilot sign-off.