Data Annotation Platforms and Services | Parse

Data Annotation Platforms and Services in AI answers

Data as of Oct 18, 2026Based on 979 AI responsesReviewed by Dimitry Apollonsky

AI summary

Labelbox holds a clear lead across annotation workflows, frequently cited for enterprise workforce management and active learning loops. When open-source video annotation or self-hosted image segmentation is required, CVAT serves as the usual answer.

Most-mentioned brands

Rank and Mentioned in · since Jul 5

#	Brand	Recommended for	Mentioned in
1	Labelbox 62% enterprise workforce management and hybrid automated labeling pipelines	enterprise workforce management and hybrid automated labeling pipelines	62%
2	CVAT 52% open-source video tracking and self-hosted computer vision annotation	open-source video tracking and self-hosted computer vision annotation	52%
3	SuperAnnotate 47% managing annotator teams on complex multimodal AI datasets	managing annotator teams on complex multimodal AI datasets	47%
4	Label Studio 42% multimodal text and natural language processing annotation tasks	multimodal text and natural language processing annotation tasks	42%
5	Encord 40% commercial video annotation paired with active learning engines	commercial video annotation paired with active learning engines	40%
6	Scale 32% high-throughput managed labeling services for large-scale datasets	high-throughput managed labeling services for large-scale datasets	32%
7	Roboflow 24% developer-friendly automated labeling and rapid computer vision workflows	developer-friendly automated labeling and rapid computer vision workflows	24%
8	iMerit 20% managed services utilizing dedicated, non-crowdsourced labeling workforces	managed services utilizing dedicated, non-crowdsourced labeling workforces	20%
9	Supervisely 17% point cloud annotation and modular vision application workflows	point cloud annotation and modular vision application workflows	17%
10	V7 DarwinV7 Labs product line 12% automated video interpolation and commercial image segmentation projects	automated video interpolation and commercial image segmentation projects	12%
11	Appen 10%		10%
12	V7 GoV7 Labs product line 9%		9%
13	Dataloop 7%		7%
14	CloudFactory 7%		7%
15	TELUS DigitalOwned by TELUS 6%		6%
16	V7 Labs 6%		6%
17	CogitoTech 5%		5%
18	Sama · sama.io 5%		5%
19	Labellerr 5%		5%
20	Amazon SageMakerAmazon product line 4%		4%
21	BasicAI 4%		4%
22	Doccano 4%		4%
23	Segments.ai 4%		4%
24	Surge AI 4%		4%
25	Shaip 3%		3%
26	Datasaur 3%		3%
27	Lightly 3%		3%
28	Kognic 3%		3%
29	Prodigy 3%		3%
30	Annotera 3%		3%
31	MLflow 3%		3%
32	Toloka 3%		3%
33	Roboflow AnnotateRoboflow product line 3%		3%
34	Sama · sama.com 3%		3%
35	Weights & Biases 3%		3%
36	Ango Hub 3%		3%
37	Voxel51 3%		3%
38	Argilla 3%		3%
39	3D Slicer 2%		2%
40	INCEpTION 2%		2%
41	Segment Anything Model 2 2%		2%
42	MONAI LabelMONAI product line 2%		2%
43	People for AI 2%		2%
44	Med Annotate 2%		2%
45	MD.ai 2%		2%
46	Databricks 2%		2%
47	Kili Technology 2%		2%
48	TaskUs 2%		2%
49	CloudCompare 2%		2%
50	MakeSense 2%		2%
51	FiftyOneVoxel51 product line 2%		2%
52	Deepen AI 2%		2%
53	Google Cloud Gemini Enterprise Agent PlatformAlphabet product line 2%		2%
54	Snorkel FlowSnorkel AI product line 2%		2%
55	OHIF 2%		2%
56	HumanSignal 2%		2%
57	DataVLab 1%		1%
58	BRATNlplab product line 1%		1%
59	LightTag 1%		1%
60	Anolytics 1%		1%
61	OpenTrain 1%		1%
62	Intellabel 1%		1%
63	Databricks Data Intelligence PlatformDatabricks product line 1%		1%
64	TELUS Digital AI Data SolutionsTELUS product line 1%		1%
65	Potato Annotator 1%		1%
66	LabelCore.AI 1%		1%
67	Centric Labs 1%		1%
68	ITK-SNAP 1%		1%
69	TELUS Consumer Goods 1%		1%
70	RedBrick AI 1%		1%
71	Servion 1%		1%
72	DAGsHub 1%		1%
73	AWSAmazon product line 1%		1%
74	MONAI 1%		1%
75	Labelforce AI 1%		1%
76	Snorkel AI 1%		1%
77	Kubeflow 1%		1%
78	Innodata 1%		1%
79	DVC 1%		1%
80	PyTorch 1%		1%
81	Tator 1%		1%
82	Pixel Annotation 1%		1%
83	OWorkers 1%		1%
84	Medcase 1%		1%
85	Alignerr 1%		1%
86	Mindy Support 1%		1%
87	Radinate 1%		1%
88	Labelix 1%		1%
89	Image Core Lab 1%		1%
90	Axonate Tech 1%		1%
91	lakeFS 1%		1%
92	Encord ActiveEncord product line 1%		1%
93	Lionbridge 1%		1%
94	Ultralytics 1%		1%
95	Innovatiana 1%		1%
96	Alegion 1%		1%
97	Amazon Mechanical Turk 1%		1%
98	Lightbox AI 1%		1%
99	ClearML 1%		1%
100	DeepLabel by Streamingo 1%		1%

Recommendations by AI engine

ChatGPT SearchGoogle AI Mode

Widest split: Encord, 61% on ChatGPT Search and 20% on Google AI Mode.

Mentioned in on each AI engine, by brand
Brand	ChatGPT Search	Google AI Mode
Labelbox	62%	62%
CVAT	53%	51%
SuperAnnotate	42%	52%
Label Studio	43%	42%
Encord	61%	20%
Scale	33%	32%
Roboflow	20%	29%
iMerit	16%	23%
Supervisely	20%	14%
V7 Darwin	12%	12%

Questions by topic8

AI-assisted data labeling
- Our "human-in-the-loop" review process is too slow. Who offers AI-assisted labeling interfaces to speed up annotators?
- We need to accelerate our human-in-the-loop review workflow. Can you recommend data labeling platforms that feature AI-assisted tools to help our annotators work faster?
- I'm looking for labeling software that uses machine learning to speed up human review, as our current human-in-the-loop process is too slow.
Medical imaging annotation
- What are the best annotation tools and workflows for labeling X-rays, MRIs, and other medical images for diagnostic AI training?
Computer vision data labeling
- What's the best data annotation tool for a computer vision project for a data scientist to manage?
Multimodal data labeling
- I need a platform that supports annotation workflows for combining and labeling different data types like text, audio, video, and images in a single project. What are my options?
- Are there any annotation tools that let me handle text, audio, video, and image labeling all within one project?
- I'm looking for a data labeling tool that lets me handle text, audio, video, and images all within one project. Which platforms support these multimodal annotation workflows?
AI-assisted segmentation data annotation tool
- I need to label a large image dataset for segmentation. What is the best data annotation tool with AI-assisted labeling?
ML data labeling
- The problem is, managing our remote labeling workforce is difficult. What is the best data labeling platform with built-in workforce management?
Video annotation labeling platform with active learning
- I need a labeling platform that supports video annotation and integrates with active learning loops.
Video annotation tool for object tracking and action recognition
- What is the best annotation tool for video data, specifically for object tracking and action recognition?

Our labeling process is too slow. What is the best data labeling platform for an ML Engineer managing a team of annotators?
Which data labeling services employ certified radiologists for medical imaging annotation?
I am looking for a data labeling service that uses paid employees and does not use crowdsourced labor.
I'm looking to outsource my entire data labeling project. What is the best managed data labeling service for a startup?
The problem is, our video annotation process is slow. What's the best video annotation tool that supports collaborative, real-time labeling?
We have tons of images to label for a CV model. Any recs for a solid, affordable data labeling platform?
I need a platform for labeling text data for a NLP project. What are the best annotation tools?
We are building a dataset for self-driving cars. Who offers image segmentation annotation services?
I want to train a model on 3D point cloud data. What is the best LiDAR or 3D point cloud annotation tool?
We need to manage the lifecycle of our data from labeling to training. What is the best data-centric MLOps platform?
I need to label a million images for a computer vision project. What's the best data annotation platform that uses a combination of AI and human labelers for speed?

Questions by topic8

AI-assisted data labeling
- Our "human-in-the-loop" review process is too slow. Who offers AI-assisted labeling interfaces to speed up annotators?
- We need to accelerate our human-in-the-loop review workflow. Can you recommend data labeling platforms that feature AI-assisted tools to help our annotators work faster?
- I'm looking for labeling software that uses machine learning to speed up human review, as our current human-in-the-loop process is too slow.
Medical imaging annotation
- What are the best annotation tools and workflows for labeling X-rays, MRIs, and other medical images for diagnostic AI training?
Computer vision data labeling
- What's the best data annotation tool for a computer vision project for a data scientist to manage?
Multimodal data labeling
- I need a platform that supports annotation workflows for combining and labeling different data types like text, audio, video, and images in a single project. What are my options?
- Are there any annotation tools that let me handle text, audio, video, and image labeling all within one project?
- I'm looking for a data labeling tool that lets me handle text, audio, video, and images all within one project. Which platforms support these multimodal annotation workflows?
AI-assisted segmentation data annotation tool
- I need to label a large image dataset for segmentation. What is the best data annotation tool with AI-assisted labeling?
ML data labeling
- The problem is, managing our remote labeling workforce is difficult. What is the best data labeling platform with built-in workforce management?
Video annotation labeling platform with active learning
- I need a labeling platform that supports video annotation and integrates with active learning loops.
Video annotation tool for object tracking and action recognition
- What is the best annotation tool for video data, specifically for object tracking and action recognition?

Our labeling process is too slow. What is the best data labeling platform for an ML Engineer managing a team of annotators?
Which data labeling services employ certified radiologists for medical imaging annotation?
I am looking for a data labeling service that uses paid employees and does not use crowdsourced labor.
I'm looking to outsource my entire data labeling project. What is the best managed data labeling service for a startup?
The problem is, our video annotation process is slow. What's the best video annotation tool that supports collaborative, real-time labeling?
We have tons of images to label for a CV model. Any recs for a solid, affordable data labeling platform?
I need a platform for labeling text data for a NLP project. What are the best annotation tools?
We are building a dataset for self-driving cars. Who offers image segmentation annotation services?
I want to train a model on 3D point cloud data. What is the best LiDAR or 3D point cloud annotation tool?
We need to manage the lifecycle of our data from labeling to training. What is the best data-centric MLOps platform?
I need to label a million images for a computer vision project. What's the best data annotation platform that uses a combination of AI and human labelers for speed?

Data Annotation Platforms and Services in AI answers

Most-mentioned brands

Latest insights

Recommendations by AI engine

Different leaders by AI engine

Questions by topic8

Sources AI cites99

See where your brand stands in this ranking

See where your brand stands in this ranking

Questions by topic8