Manual data annotation was yesterday. Create high-quality labeled datasets with CD4AI in record time by leveraging domain expertise.
Define labeling patterns once, then apply them to thousands of data points automatically.
Label based on meaningful concepts instead of manual annotation
Complete in hours what takes weeks with traditional methods
Apply concepts automatically to label massive datasets at scale
Human-in-the-loop verification ensures high-quality data
Human-in-the-Loop at the core. Use your domain expertise to teach CD4AI the idea of your data.
Select representative keywords for each class
Identify key terms that characterize each class in your dataset. CD4AI suggests related keywords to expand your coverage.
Ensure keywords correctly represent your classes
Review text samples containing your keywords to verify they represent the intended class meaning and refine your concept definitions.
Create class archetypes to automatically label datasets
CD4AI generates distinct archetypes for each class based on your verified examples, then applies them to label your entire dataset.
A fully labeled dataset ready for AI training, created in a fraction of the time
CD4AI automatically applies your verified conceptual archetypes to label your entire dataset with consistent quality and accuracy.
| Text | Label | Confidence |
|---|---|---|
| Customer service was excellent and responsive. | Positive | 98% |
| Product arrived damaged and missing parts. | Negative | 95% |
| Shipping was faster than expected. | Positive | 92% |
| Website was difficult to navigate. | Negative | 89% |
Explore how CD4AI can help you create better labeled datasets with less effort.
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