Quality Filtering and Deduplication
Clean, de-risk, and streamline your text data before training
Remove low-quality samples, anonymize sensitive content, and eliminate duplicates (exact, fuzzy, semantic) so downstream tests and models stay accurate, fair, and reproducible.
Built for the enterprise
RagaAI is designed for companies with a security mindset.
Reduce Noise and Overfitting
Cut noise, reduce overfitting, and improve generalization.
Faster Training and Evaluation
Fewer tokens/files processed; faster training & evaluation.
Built-in Compliance
Privacy, safety, and auditability from day one.
Tests
An overview of all tests
Quality Filtering (Heuristics)
Deduplication (Exact, Fuzzy, Semantic)
Kill repetition to prevent overfitting and bias.
