Sharper motion tracking and scene understanding for safer autonomous trucks.
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- 30%
- annotation accuracy
- Higher
Beyond Vision: CVAT Goes Multimodal and Introduces Audio Annotation. Learn more
Case studies
Learn how our annotation platform and professional labeling services help teams deliver reliable AI/ML training data.
4.5/5What engineers, researchers and founders say about labeling with CVAT.
Autonomous field robot working along crop rows at golden hour
“We use CVAT extensively to create the datasets used to train our autonomous weeding robots. It’s powerful and time-saving, yet still simple to use.”
“We selected CVAT after evaluating several options and determined it was the best fit for our instance segmentation workflows. Features such as automatic bordering and bitmap visualization help us improve annotation quality while maintaining high productivity.”
Drone flying over the edge of a snowy conifer forest at golden hour“We annotate forestry imagery to deliver world-class tree analysis worldwide, and CVAT has been key to making that possible at scale.”
“At Dragonfly AI we help brands measure creative effectiveness of marketing materials e.g. packaging, advertisements etc. using patented AI. CVAT helps us efficiently track attention-critical areas in video ads and feed structured annotation data into our proprietary attention measurement algorithm. The platform is straightforward, reliable, and fits naturally into our workflow.”
Inspection drone hovering beside a high-voltage substation at blue hour“tbmaestro uses CVAT as a key tool to structure large-scale annotations for equipment detection on our inspection photos and to accelerate computer vision deployment in asset management.”
Container ship deck at dusk with a CCTV dome camera on a mast in the foreground
“From identifying unsafe behaviour to surfacing near-miss situations before they escalate, CVAT is the foundation that makes our safety intelligence possible.”
Inventory drone scanning the top levels of pallet racks in a dim distribution center at night“CVAT helped me build an AI-powered inventory counting solution for warehouse operations.”

“We chose CVAT for its strong balance of capability and cost control. It allows us to build and manage our annotation workflows without unnecessary overhead.”