Label Studio is an open-source data labeling platform for text, images, audio, video, time series, and multimodal data.
Alternatives to LightlyStudio
LightlyStudio brings computer-vision dataset work under one roof, combining curation, annotation, quality assurance, evaluation, and management. It computes embeddings and supports similarity search, deduplication, outlier detection, and class balancing. Teams can annotate images and video, use model-assisted labeling, evaluate models with a confusion matrix and per-sample metrics, and manage datasets through a Python API. Its open-source version is free, and it runs locally…
Roboflow is an end-to-end platform for building, deploying and monitoring computer vision applications.
Doccano is a free, open-source data labeling tool for machine-learning practitioners.
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Segments.ai
Segments.ai is a multi-sensor data labeling platform for robotics and autonomous vehicle teams, available through web and API access.
Free planWebAPI7.0Free plan - 5

CVAT
CVAT is a platform for turning images, video, 3D data, and audio into labeled datasets for AI workflows.
Free planWebAPISelf-hosted6.8From $1.92 a month - 6
Supervisely
Supervisely is a computer-vision platform for organizing data, labeling images, video, LiDAR, and medical imagery, and developing models for production.
Free planWebAPISelf-hosted6.8From €199 a month - 7

Amazon SageMaker Autopilot
Amazon SageMaker Autopilot builds, trains, and tunes machine learning models from customer data, with visibility into the process and control over training choices.
Free planWebAPI6.6Free plan - 8

Datasaur
Datasaur is a data-labeling platform for teams that upload material, apply labels, and collaborate on annotation work.
Free planWebAPISelf-hosted6.6From $2 a month - 9
MakeSense.ai
MakeSense.ai is a browser-based tool for labeling photos and preparing datasets for computer vision projects.
Free planWebLinuxmacOSSelf-hosted6.6Free plan - 10
Prodigy
Prodigy is a downloadable developer tool for creating training and evaluation data for machine learning models.
WebAPILinuxmacOS6.6$390, paid once - 11
VGG Image Annotator
VGG Image Annotator (VIA) is a suite of lightweight tools for manually labeling images, audio and video.
Free planWebLinuxmacOSWindows6.6Free plan - 12
Labelme
Labelme is an AI-powered desktop annotation tool for creating image training datasets, aimed at researchers, engineers, and teams.
LinuxmacOSWindows6.4$49, paid once - 13

Potato
Potato is an open-source platform for annotating text, audio, images, video and qualitative data.
Free planWebAPILinuxmacOS6.3Free plan - 14

Argilla
Argilla is a collaboration tool for AI engineers and domain experts building datasets with human feedback.
Free planWebAPILinuxSelf-hosted6.2Free plan - 15

BasicAI
BasicAI is a multimodal annotation platform, with managed services, for preparing AI training data.
WebAPISelf-hosted6.0From $550 a month - 16

Labelbox
Labelbox provides tools and services for AI training data, reinforcement learning environments, evaluations, and enterprise agent workflows.
WebAPI6.0 - 17

Dataloop
Dataloop is a web-based platform for annotating image datasets, with model-assisted labeling and collaboration for teams.
WebAPILinuxmacOS5.9 - 18

Kili Technology
Kili Technology is an expert-in-the-loop platform for creating, reviewing, and evaluating AI data, including training and ground-truth datasets.
WebAPISelf-hosted5.9 - 19
LabelU
LabelU is an open-source platform for annotating images, video, and audio.
WebmacOSSelf-hostedWindows5.9 - 20

SuperAnnotate
SuperAnnotate provides infrastructure for AI teams to create, evaluate, and improve data across modalities until datasets are ready for training.
WebAPImacOSWindows5.9 - 21

Deepen AI
Deepen AI provides data infrastructure for Physical AI, connecting sensor calibration, data curation, annotation, and validation.
WebAPISelf-hosted5.8 - 22

V7 Darwin
V7 Darwin is a web and API data-labeling platform for building training datasets for AI models.
WebAPI5.6 - 23

Encord
Encord is a paid multimodal data infrastructure layer for AI teams, covering work from pre-training and post-training through deployment.
WebAPISelf-hosted5.5

