Train AI that understands and responds to complex physical environments

High-volume video annotation, edge case curation, and managed data services for retail, logistics, construction, and public safety teams building real-world vision systems.

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Smart space models degrade when the environment changes

Shift patterns, seasonal inventory, new equipment layouts, lighting variation. The teams that ship reliable systems are the ones that close the gap between what their model has seen in training and what it encounters in production. Encord gives teams building smart space applications the data infrastructure to annotate high-volume video at scale, curate for operational edge cases systematically, and align model behavior to the specific requirements of each deployment environment.

“With Encord, we went from spending multiple weeks labeling large volumes of retail video, having to download all the data, process it, and curate the data, to our present state, where the Product and the ML team iterates in days visually, collaboratively, and seamlessly.”

Bruno Abbate

Head of Machine Learning at Standard AI

Build smart space models that perform in the real world

From high-volume video annotation to edge case curation, Encord gives smart space teams the data infrastructure to build models that hold up when the environment changes.

High-volume video annotation at scale

Annotate continuous multi-camera video feeds with automated pre-labeling, track-level review, and quality controls built for high-throughput environments. Covering object detection, activity recognition, and zone monitoring across complex, multi-class scenes.

High-volume video annotation at scale

Operational edge case curation

Identify underrepresented scenarios in your training data - unusual behaviors, occluded objects, low-light conditions, shift-change patterns - before coverage gaps become production failures.

Managed annotation services

Encord's data services team provides annotators with domain experience across retail, logistics, construction, and public safety. Whether you need burst capacity or an ongoing annotation partnership, it's the same platform and same quality controls as your in-house workflow.

Data collection for smart space programs

Need structured video data collection - across store layouts, warehouse floors, or outdoor environments? Encord's data services team supports collection programs designed around your specific deployment context and edge case requirements.