Raw data the web won't give you.
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.
Frontier data, responsibly sourced.
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.
What we collect.
Text & dialogue datasets
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.
Multi-turn assistant dialogues
5–50 turn conversations with controlled task complexity and topic diversity.
Instruction-tuning pairs
Instruction → response pairs across reasoning, code, creative, and domain tasks.
Domain-specific corpora
Legal, medical, financial, or scientific text written by certified specialists.
Long-form documents
Research summaries, reports, essays, and briefs from 500 to 50,000 words.
Audio & speech capture
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.
Spontaneous conversation
Unscripted dialogues between matched pairs across 60+ language variants.
Scripted speech
Read speech for ASR/TTS training with phonetic balance and voice diversity.
Wake word & commands
Short-utterance corpora for voice assistants with far-field and noise variants.
Music & acoustic events
Labeled environmental audio, music stems, and mechanical sound datasets.
Image & video collection
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.
Human-centric imagery
Faces, gestures, activities, and clothing across demographics — with full consent.
Scene & object capture
Retail, manufacturing, agriculture, or urban environments on demand.
Automotive & robotics
Dashcam footage, LiDAR scans, and sensor fusion captures from live vehicles.
Long-form video
Instructional, documentary-style, or activity-rich footage for video LLMs.
Participant sourcing
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.
Demographic targeting
Age, gender, geography, language, education, income — any combination.
Expertise panels
Verified professionals across medicine, law, engineering, finance, and more.
Longitudinal panels
Repeat contributors for ongoing studies, with retention programs.
Rare-condition recruiting
Specialized cohorts for medical, accessibility, or niche research use cases.
Every collection runs the same way.
Disciplined process, zero surprises. From kickoff to delivery, you see every stage happen live on our platform.
Protocol
We translate your spec into a collection protocol and participant brief.
Recruit
Participants sourced, consented, vetted, onboarded through our portal.
Capture
Production starts. Live dashboards show progress by region and segment.
QA
Gold-set sampling, review passes, and automated anomaly detection.
Deliver
Structured output pushed to your S3/GCS/Azure bucket with provenance data.
Built for the work that matters.
Foundation model pretraining
Original multilingual corpora that expand your training distribution beyond what's scrapable.
Low-resource language expansion
Build high-quality datasets for languages with under 10M speakers or minimal internet presence.
Speech model training
ASR, TTS, and speaker-ID training corpora across accents, noise conditions, and domains.
Vision dataset creation
Licensed imagery for classification, detection, segmentation, and video understanding.
Benchmark construction
Curated evaluation sets that reflect real-world distributions, not synthetic approximations.
Synthetic data grounding
Real human data to anchor synthetic generation pipelines and audit their realism.
What you actually get.
Every collection ships with documentation, provenance, and compliance packaged for enterprise use.
Common questions.
How long does a typical collection take?
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.
Who owns the data?
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.
Can I audit participant consent?
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.
What if data doesn't meet quality thresholds?
We re-collect at no cost. Our QA gates catch most issues before delivery; anything that slips through triggers automatic replacement.
Do you collect data for restricted use cases?
We decline projects involving surveillance, biometric profiling of non-consenting subjects, or content that could enable targeted harm. Full list available under NDA.
What's the minimum engagement size?
Typical engagements start at $50K. We take on smaller projects for mission-aligned work — research labs, academic partners, or novel language preservation.
Explore the rest of our practice.
Let's make your AI better together.
Tell us what you're training, aligning, or evaluating. We'll map a delivery plan, staffing model, and timeline within one working week.