Data services for every stage of model building.
From pixel-level annotation to generative-AI evaluation and real-world data collection, io-ai delivers training and evaluation data your models can trust, managed by domain-trained experts at over 98% accuracy.

Image & Video Annotation
Box, polygon, segmentation, keypoint and video action labeling for vision models.

Sensor, 3D & EO/IR
Safety-critical EO/IR, multi-object tracking and scene-level metadata.

Generative-AI Evaluation & RLHF
High-signal human judgment to align and benchmark image and LLM models.

Data Collection
Egocentric & physical-AI data for robots, humanoids and AR, collected end to end.

Content Moderation
Policy-driven moderation and catalog hygiene with auditable, reasoned decisions.

Dedicated Teams
A vetted, managed team for continuous, high-security or large-scale programs.
A capability most data vendors don't offer.
Part of our Data Collection practice: first-person, real-world data for robots, humanoids and AR: head- and wrist-mounted video, teleoperation, manipulation and real-world tasks, collected and annotated end to end.
- Head & wrist-mounted video
- Teleoperation
- Manipulation
- Real-world tasks
- Humanoids & AR
Tell us what you're building.
Send us your data challenge and we'll scope a pilot, usually within a couple of working days.