# Top Data Labeling Services & Tools
Top Data Labeling Services & Tools
Hybrid labeling platforms combining workforce, QA, and automation for high-quality datasets.
Quick Picks
- Scale AI: Best managed workforce + tooling
- Labelbox: Best platform with model-assisted labeling
- Amazon SageMaker Ground Truth: Best AWS-native labeling
Pricing Snapshot
| Tool | Entry | Mid | Notes |
|---|---|---|---|
| Scale AI | Custom | Enterprise programs and QA | |
| Labelbox | $0-$25+/user/mo | Platform + usage for labeling | |
| Ground Truth | Usage-based | Labeling tasks plus workforce options |
What to Look For
- Workforce quality, audits, and gold tasks
- Model-assisted labeling and active learning
- Data privacy, SOC2, and secure VPC options
- Integrations with storage and MLOps stack
Tool Notes
Scale AI
- Managed workforce with strong QA
- Handles complex 2D/3D tasks
- Great for enterprise programs
Labelbox
- Flexible ontology and model assistance
- Good collaboration and analytics
- Platform-first; bring your workforce or theirs
Ground Truth
- AWS-native with private workforce
- Built-in automation options
- Good if you are already on AWS
Final Recommendation
Pick the option that fits your stack, compliance needs, and budget. Start lean, measure, and scale when you see ROI.
Try the leaders: Scale AI | Labelbox | Amazon SageMaker Ground Truth
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