High-volume acquisition across 90+ languages and 38 regions. Licensed, compliant, and representative — sourced by people who actually live in the markets your models serve.
The open web is exhausted. The next generation of models needs data that doesn't exist yet — conversations that haven't happened, images no one has taken, voices no one has recorded. That's what we do.
We recruit participants, design collection protocols, and run production campaigns across every major language market. Every data point ships with documented consent, provenance, and demographic metadata — so your models train on signal you can defend in court.
Multi-turn conversations, instruction-following data, and long-form written corpora built from scratch.
Our writers are trained domain experts — lawyers, doctors, engineers, translators — not anonymous crowd workers. Every dialogue follows your protocol, passes QA, and includes full metadata on writer demographics, intent, and scenario.
5–50 turn conversations with controlled task complexity and topic diversity.
Instruction → response pairs across reasoning, code, creative, and domain tasks.
Legal, medical, financial, or scientific text written by certified specialists.
Research summaries, reports, essays, and briefs from 500 to 50,000 words.
Studio-grade and in-the-wild recordings across accents, dialects, and acoustic conditions.
We run our own field teams in every major market — so you get Urdu spoken by Karachi native speakers, not synthesized approximations. Studio booths, quiet homes, noisy streets, cars: any acoustic profile your model needs.
Unscripted dialogues between matched pairs across 60+ language variants.
Read speech for ASR/TTS training with phonetic balance and voice diversity.
Short-utterance corpora for voice assistants with far-field and noise variants.
Labeled environmental audio, music stems, and mechanical sound datasets.
Licensed photography, field recordings, and scenario-specific visual datasets.
We shoot what the internet doesn't have: underrepresented geographies, industrial settings, rare conditions, and scenario-specific captures. Every file carries full model-release and location rights.
Faces, gestures, activities, and clothing across demographics — with full consent.
Retail, manufacturing, agriculture, or urban environments on demand.
Dashcam footage, LiDAR scans, and sensor fusion captures from live vehicles.
Instructional, documentary-style, or activity-rich footage for video LLMs.
Recruitment by demographic, expertise, language, or any custom attribute you define.
Need 400 native Pashto speakers between 25–40 who've used smart speakers? Or 50 nurses with ICU experience? We recruit to spec through our own panels — vetted, consented, and compensated fairly.
Age, gender, geography, language, education, income — any combination.
Verified professionals across medicine, law, engineering, finance, and more.
Repeat contributors for ongoing studies, with retention programs.
Specialized cohorts for medical, accessibility, or niche research use cases.
Disciplined process, zero surprises. From kickoff to delivery, you see every stage happen live on our platform.
We translate your spec into a collection protocol and participant brief.
Participants sourced, consented, vetted, onboarded through our portal.
Production starts. Live dashboards show progress by region and segment.
Gold-set sampling, review passes, and automated anomaly detection.
Structured output pushed to your S3/GCS/Azure bucket with provenance data.
Original multilingual corpora that expand your training distribution beyond what's scrapable.
Build high-quality datasets for languages with under 10M speakers or minimal internet presence.
ASR, TTS, and speaker-ID training corpora across accents, noise conditions, and domains.
Licensed imagery for classification, detection, segmentation, and video understanding.
Curated evaluation sets that reflect real-world distributions, not synthetic approximations.
Real human data to anchor synthetic generation pipelines and audit their realism.
Every collection ships with documentation, provenance, and compliance packaged for enterprise use.
Most collections complete in 2–4 weeks from kickoff. Small, targeted projects can deliver in under a week; large multi-region campaigns typically run 6–8 weeks. We'll map a timeline in our first call.
You do. Every collection ships with a perpetual commercial-use license that includes training, fine-tuning, and derivative rights. Participant consent forms explicitly cover your named use case.
Yes. Every data point includes a unique participant ID linking to their consent record, collection protocol, and demographic metadata. We retain these for seven years per SOC 2 requirements.
We re-collect at no cost. Our QA gates catch most issues before delivery; anything that slips through triggers automatic replacement.
We decline projects involving surveillance, biometric profiling of non-consenting subjects, or content that could enable targeted harm. Full list available under NDA.
Typical engagements start at $50K. We take on smaller projects for mission-aligned work — research labs, academic partners, or novel language preservation.
Tell us what you're training, aligning, or evaluating. We'll map a delivery plan, staffing model, and timeline within one working week.