We collect, annotate, and evaluate the data that physical and digital AI is built on. One managed floor, one measurable standard.
From raw physical-world capture to production-ready ground truth and model evaluation, delivered by one workforce under one standard.
Egocentric capture, human demonstrations, and manipulation data collected in real environments. The training data for robotics and embodied AI that cannot be scraped from the internet.
2D, 3D, LiDAR, and sensor-fusion annotation for perception and autonomy. Pixel-precise ground truth your model can be trusted on, with layered QA on every batch.
RLHF, preference ranking, red-teaming, and benchmarking by calibrated human raters. The judgment that measures whether a model is actually good.
Every figure is drawn from delivered client programs and internal pilots. No projections, no vanity metrics.
Frontier models have exhausted the open web. What they need next was never online to scrape, and Kenya is where it lives: real environments, real languages, real human demonstration.
That edge is not abstract. It is the missing input for specific teams building specific things, from frontier labs to the robotics teams bridging sim-to-real.
Physical settings, lighting, motion, clutter, and conditions that clean Western datasets never captured. A robot trained only on lab-perfect data fails in the real world. Ours is the real world, captured on the ground across homes, streets, workshops, and markets.
English, French, Chinese, Kiswahili, and a range of other languages, with the cultural context around them. The multilingual RLHF and evaluation that measures whether a model actually works beyond English, not just claims to.
Head- and wrist-mounted human demonstrations of real manipulation and everyday tasks. The precise data robotics and embodied AI need to bridge the sim-to-real gap, collected first-person on qualified hardware.
Every contribution is captured with rights secured and documented at the point of collection. Clean to train on, safe to ship commercially. No scraping, no grey areas, no downstream licensing risk.
Multilingual RLHF, preference ranking at scale, red-team panels, and egocentric collection for embodied models. The frontier work that needs data the open web simply cannot provide.
You have the model and the budget but no internal data org. We become your data team end to end, collect, annotate, and evaluate, so you ship without hiring and managing two hundred people.
Production 3D ground truth and the human demonstration data that bridges sim-to-real. For perception teams building AVs, mobile robots, and manipulation systems that have to work outside the lab.
You win lab contracts and need regional capacity to fulfil them. We operate as a managed pod inside your delivery, quietly and to your standard, without disrupting the relationship you own.
Legal, medical, and coding teams that need expert-tier human evaluation and labeling, not generalist crowdwork. Calibrated raters who understand the domain and its failure modes.
The things buyers ask before a first pilot. If yours isn’t here, we’ll answer it directly.
Talk to the team →A free pilot on your actual data, scoped to your spec, returned in 48 hours. Judge the work before a contract is ever signed.