Data for interfaces with no keyboard, where the input is a hand, a glance or a spoken command.
Hand tracking, gaze, spatial audio and gesture data for headsets.
Spatial computing removes every affordance a model can rely on. There is no click, no cursor and no consistent lighting, so the training set has to carry the variation instead.
We collect gesture, gaze and spatial audio in real rooms with real clutter, across body types and lighting conditions that a lab capture never produces.
Where AI is being applied in ar / vr
The applications teams actually come to us for, rather than the full theoretical list.
Hand and gesture tracking
Keypoint annotation across skin tones, jewellery and occlusion.
Gaze estimation
Eye tracking data with calibration metadata and headset pose.
Spatial audio
Multi-channel capture with room impulse and source position labelled.
Scene understanding
Segmentation of real interiors for occlusion and plane detection.
Avatar and expression
Facial expression capture for driven avatars.
Voice commands
Wake words and short commands recorded in-headset.
How Karmyug helps
AI data collection
Speech, image, video and text collected to your spec, recruited by quota.
Learn moreGenerative AI services
Prompts, preference pairs, rubric ratings and red teaming for language models.
Learn moreData annotation
Boxes, polygons, masks, cuboids and text labels, measured against gold.
Learn moreData transcription
Verbatim, timestamped and diarised transcripts from native linguists.
Learn moreAR / VR datasets
Wake words and voice commands
Short command sets recorded at varied distance, angle and background noise.
Learn moreFacial expression images
Consented facial capture across regions, ages and lighting, labelled by expression.
Learn moreGesture and action video
Hand gestures and body actions recorded across body types and lighting.
Learn moreData security and compliance
The controls your risk team will ask about, before they ask.
- GDPR
EU data subject rights and DPAs
- CCPA
California consumer privacy
- DPDP Act 2023
India data protection, in-region storage
AR / VR questions
Can you collect inside a specific headset?
Yes, where we can source the device. Device model and firmware are recorded per session.
Do you handle biometric consent?
Face and gaze data runs under a separate consent template that names the biometric use explicitly.
Other industries
Automotive
Perception, driver monitoring and in-car speech for ADAS and autonomy.
Learn moreBanking & finance
KYC, document automation, fraud labelling and support analytics.
Learn moreHealthcare
Medical imaging, clinical NLP and consultation transcription.
Learn moreRetail & e-commerce
Shelf recognition, catalogue attributes, visual search and support data.
Learn morePower your ar / vr AI with data you can audit.
Start with a pilot batch against your real guidelines. You accept it before anything scales.
