Nemetrix builds the data pipelines, collection programs, custom models, and production tools that AI and robotics teams need to ship.
Most AI projects stall between an ambitious research goal and a dependable production pipeline.
We own that gap—capture, annotation, transcription, tooling, model work, and deployment—so your researchers can focus on intelligence, not vendor handoffs.
Choose one stage or connect the entire path.
Real-world data capture—egocentric, robotic, wearable.
Annotation and transcription with layered QA.
Model training, fine-tuning, and custom development.
Applications, deployment infrastructure, and advisory.
01First-person footage across kitchens, workshops, and warehouses, enriched with pose, depth, and segmentation.
02Teleoperated demonstrations with synchronized video, joint angles, and trajectories across hardware.
03Audited image, video, and audio labels delivered weekly through layered QA and gold-standard tasks.
04Time-aligned, speaker-labeled transcripts delivered to a strict downstream training schema.
First-person capture and robotic demonstrations, enriched and delivered directly into your training pipeline.
Egocentric and manipulation data for perception and control.
Sensor-fusion annotation, edge-case curation, and evaluation.
Clinical transcription and medical-imaging annotation.
Reproducible datasets and evaluation harnesses.
Internal tooling, custom models, and production applications.
AI-native web and mobile products from prototype to deployment.
Clear scope, measurable quality, and delivery dates your roadmap can depend on.
Every engagement can start under NDA. Data is handled on access-controlled infrastructure by vetted teams, aligned to your compliance posture including SOC 2 and GDPR on request.
Most annotation and transcription batches run weekly. Collection programs generally ramp within a few weeks of scoping, with SLAs agreed up front.
We support focused pilots and sustained multi-quarter programs. A scoped pilot is often the best way to validate quality before scaling.
Annotation and transcription are priced per unit; collection and custom development are scoped. You receive a clear quote after a short call.
Yes. We integrate specific robot platforms, capture rigs, data schemas, infrastructure, and research workflows into the delivery plan.
We’ll define the first practical milestone, the quality bar, and the path to scale.
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