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Ragatouille vs Brave Search
Side-by-side comparison of features, pricing, and ratings
Easily use and train state-of-the-art late-interaction retrieval (ColBERT) in any RAG pipeline.
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Pricing
Free
Free
Plans
Free
$0/mo
$99/mo ($8.33/mo annual)
Custom
Popularity
6.5k views
6.9k views
Skill Level
Intermediate
Intermediate
API Available
Platforms
—
WebAPI
Categories
💻 Code & Development📊 Data & Analytics🔬 Research & Education
💻 Code & Development🔒 Security & Privacy🔬 Research & Education
Features
Use and train ColBERT models with simple API
Late-interaction retrieval for better generalization
Built-in TrainingDataProcessor with hard negative mining
Automatic data deduplication and triplet conversion
Embed documents and create search indexes
Retrieve documents with ColBERT ranking
Zero-shot retrieval in new domains
Data-efficient training with small datasets
Fine-tune on non-English languages with low data
Modular components usable standalone (DataProcessor, negative miners)
Train with pairs, labelled pairs, or triplets
ColBERTv2 zero-shot performance out of the box
Customizable defaults for advanced users
Supports WSL2 on Windows (limited)
Runs inside scripts with __name__ guard
Independent search index
AI-powered answer synthesis
No user tracking or profiling
Ad-free search experience
News search section
API for developers
Transparent privacy policy
Privacy FAQ
Integrations
Python (pip install)
LlamaIndex (via external integration)
LangChain (via external integration)
Wandb (for tracking training data versions)
DVC (for versioning training data)