Best Amazon SageMaker Ground Truth Alternatives in 2026
The top Amazon SageMaker Ground Truth alternatives are Argilla, Potato and CVAT: 15 data labeling software our editors would look at instead of Amazon SageMaker Ground Truth, in our ranking order.
Amazon SageMaker Ground Truth: A broad AWS labeling service for existing customers with complex ML workflows. Where it falls short: AWS states it is no longer open to new customers.
Switching from Amazon SageMaker Ground Truth? For most data labeling software buyers the best Amazon SageMaker Ground Truth alternative is Argilla, built for open-source teams labeling text and multimodal data. On a budget, BasicAI starts at $9/seat/mo.
Why People Look for an Amazon SageMaker Ground Truth Alternative
- AWS states it is no longer open to new customers
- No new features are planned, according to AWS
- Usage-based pricing depends on workforce and related AWS resources
- No free plan — 9 of the alternatives below have it
Quick Picks by What You Need
- Best overallArgilla9.4
Open-source teams labeling text and multimodal data
Visit Argilla - Lowest priceBasicAI8.9
Paid plans from $9/seat/mo
Visit BasicAI - Best free optionArgilla9.4
Has a free plan (Amazon SageMaker Ground Truth has none)
Visit Argilla
All 15 Amazon SageMaker Ground Truth Alternatives, Ranked
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
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Best forOpen-source teams labeling text and multimodal data
- Better than Amazon SageMaker Ground Truth:
- Free plan
- Editor score 9.4 vs 7.3
A free, open-source option for teams labeling text and multimodal AI data.
- Text annotation
- API or SDK access
- Review workflow
9.4/10★★★★★Visit Argilla -
Best forTeams needing broad, self-hosted multimodal labeling
- Better than Amazon SageMaker Ground Truth:
- Free plan
- Editor score 9.2 vs 7.3
A broad self-hosted labeling platform for multimodal datasets and model-assisted workflows.
- Text annotation
- API or SDK access
- Review workflow
9.2/10★★★★★Visit Potato -
Best forComputer-vision teams needing flexible annotation
- Better than Amazon SageMaker Ground Truth:
- Free plan
- Editor score 9.1 vs 7.3
CVAT combines broad annotation tools, AI assistance, collaboration, and open-source deployment.
9.1/10★★★★★Visit CVAT -
Best forAffordable computer-vision and 3D labeling
- Better than Amazon SageMaker Ground Truth:
- Free plan
- Editor score 8.9 vs 7.3
A broad annotation platform with 2D, 3D, multimodal, QA, and API workflows.
8.9/10★★★★☆Visit BasicAI -
Best forEnterprise multimodal data operations
- Better than Amazon SageMaker Ground Truth:
- Editor score 8.8 vs 7.3
A broad, enterprise-oriented workspace for multimodal labeling and AI data operations.
8.8/10★★★★☆Visit Dataloop -
Best forEnterprise teams labeling diverse data types
- Better than Amazon SageMaker Ground Truth:
- Free plan
- Editor score 8.7 vs 7.3
A broad labeling platform with ML assistance, review workflows, and enterprise deployment options.
- Text annotation
- API or SDK access
- Review workflow
8.7/10★★★★☆Visit Datasaur -
Best forFlexible open-source labeling with custom interfaces
- Better than Amazon SageMaker Ground Truth:
- Free plan
- Editor score 8.6 vs 7.3
A flexible labeling platform for teams that need custom workflows and open-source control.
8.6/10★★★★☆Visit Label Studio -
Best forQuality-focused enterprise multimodal annotation
- Better than Amazon SageMaker Ground Truth:
- Editor score 8.5 vs 7.3
A quality-focused platform for multimodal annotation, curation, and model evaluation.
8.5/10★★★★☆Visit Encord -
Best forStructured enterprise annotation with review workflows
- Better than Amazon SageMaker Ground Truth:
- Editor score 8.4 vs 7.3
A strong fit for enterprise teams managing varied data and multi-step review.
8.4/10★★★★☆Visit Kili -
Best forFree self-hosted text and image annotation
- Better than Amazon SageMaker Ground Truth:
- Editor score 8.3 vs 7.3
A broad, self-hosted annotation platform for text, images, and speech-to-text projects.
- Text annotation
- API or SDK access
- Review workflow
8.3/10★★★★☆Visit Doccano -
Best forComputer-vision teams needing training and deployment
- Better than Amazon SageMaker Ground Truth:
- Free plan
- Editor score 8.2 vs 7.3
A broad computer-vision workspace spanning annotation, model training, and deployment.
8.2/10★★★★☆Visit Roboflow -
Best forNLP and multimodal teams using active learning
- Better than Amazon SageMaker Ground Truth:
- Editor score 8.1 vs 7.3
A flexible active-learning workspace for ML teams, with paid licensing and local deployment.
- Text annotation
- API or SDK access
- Review workflow
8.1/10★★★★☆Visit Prodigy -
Best forOpen-source dataset curation and vision labeling
- Better than Amazon SageMaker Ground Truth:
- Free plan
- Editor score 8.0 vs 7.3
A broad open-source workspace for curating, labeling, reviewing, and exporting vision data.
- API or SDK access
- Review workflow
- Image annotation
8.0/10★★★★☆Visit LightlyStudio -
Best forEnterprise vision teams with complex review needs
- Better than Amazon SageMaker Ground Truth:
- Free plan
- Editor score 7.9 vs 7.3
A broad annotation platform for complex computer-vision and medical-imaging workflows.
7.9/10★★★★☆Visit V7 Darwin -
Best forAutonomous-driving and 3D sensor projects
- Better than Amazon SageMaker Ground Truth:
- Editor score 7.8 vs 7.3
A broad annotation platform for complex autonomous-driving and robotics datasets.
- API or SDK access
- Review workflow
- Image annotation
7.8/10★★★★☆Visit Deepen AI
Amazon SageMaker Ground Truth Alternatives: Common Questions
What is the best alternative to Amazon SageMaker Ground Truth?
Argilla: #1 in our Data Labeling Software ranking, with an editor score of 9.4 out of 10. A free, open-source option for teams labeling text and multimodal AI data.
Is there a free alternative to Amazon SageMaker Ground Truth?
Yes. Argilla, Potato, CVAT, BasicAI and Datasaur have a free plan or a free tier (10 of the 15 alternatives on this page).
What is the cheapest paid alternative to Amazon SageMaker Ground Truth?
Of the alternatives here that publish a price, BasicAI starts lowest, at $9/seat/mo.
Why do people look for Amazon SageMaker Ground Truth alternatives?
AWS states it is no longer open to new customers; No new features are planned, according to AWS; Usage-based pricing depends on workforce and related AWS resources.
How do I switch from Amazon SageMaker Ground Truth?
Export your data from Amazon SageMaker Ground Truth (most tools have an export in their settings). Sign up for the alternative; start on its free plan or trial if it has one. Import your export and set up the integrations your team relies on. Run both side by side for a short while, then cancel Amazon SageMaker Ground Truth.
How to Switch from Amazon SageMaker Ground Truth
- Export your data from Amazon SageMaker Ground Truth (most tools have an export in their settings).
- Sign up for the alternative; start on its free plan or trial if it has one.
- Import your export and set up the integrations your team relies on.
- Run both side by side for a short while, then cancel Amazon SageMaker Ground Truth.
Amazon SageMaker Ground Truth vs Each Alternative
| # | Tool | Free plan | Paid from | Image annotation | Model-assisted labeling | Deployment | Score |
|---|---|---|---|---|---|---|---|
| 19 | Amazon SageMaker Ground Truth | No | Yes | Yes | Cloud | 7.3 | |
| 1 | Argilla | Yes | Free | Yes | Yes | Both | 9.4 |
| 2 | Potato | Yes | Free | Yes | Yes | Self-hosted | 9.2 |
| 3 | CVAT | Yes | $23/mo | Yes | 9.1 | ||
| 4 | BasicAI | Yes | $9/seat/mo | Yes | 8.9 | ||
| 5 | Dataloop | Yes | 8.8 | ||||
| 6 | Datasaur | Yes | $5,000/yr | Yes | Yes | Both | 8.7 |
| 7 | Label Studio | Yes | Yes | 8.6 | |||
| 8 | Encord | No | Yes | 8.5 | |||
| 9 | Kili Technology | No | Yes | 8.4 | |||
| 10 | Doccano | Free | Yes | Yes | Both | 8.3 | |
| 11 | Roboflow | Yes | $79/mo | Yes | 8.2 | ||
| 12 | Prodigy | No | Yes | Yes | Both | 8.1 | |
| 13 | LightlyStudio | Yes | Free | Yes | Yes | Both | 8.0 |
| 14 | V7 Darwin | Yes | Yes | 7.9 | |||
| 15 | Deepen AI | Yes | Yes | Both | 7.8 |
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
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