The Nugget
- Trieve offers a comprehensive AI search infrastructure that combines language models with tools for fine-tuning search ranking and relevance, ensuring users find what they need efficiently. This enables developers to easily incorporate sophisticated search and recommendation features into their applications.
Make it stick
- 🔍 SPLADE is the new state-of-the-art full-text neural search model, outperforming traditional methods like BM25.
- 🔄 Hybrid Search merges full-text and semantic vector search for a more robust retrieval experience.
- 🛠️ Private Managed Embedding Models allow customization to fit specific data needs without compromising security.
- 📊 Recommendations leverage user history and content similarity to maintain engagement.
Key insights
Comprehensive Search Features
- Private Managed Embedding Models: Use your own or select from open-source hosted defaults.
- SPLADE Full-text Neural Search: Offers advanced full-text search capabilities, surpassing traditional methods.
- Semantic Vector Search: Supports nuanced querying beyond simplified text searches.
- Hybrid Search: Combines strengths of both full-text and semantic approaches with a cross-encoder re-ranker model.
Relevance Tuning and Management
- Merchandising Relevance Tuning: Adjust search results based on sales or popularity metrics to enhance user experience.
- Date Recency Biasing: Ensures the most timely information appears first, improving ongoing relevance.
Easy Integration Process
- Add Existing Data: Upload individual data chunks or entire documents for immediate indexing.
- Integrate API Calls: Update routes with API calls for seamless data management.
- Test Search Quality: Utilize a management UI to assess search performance before full integration.
User Engagement and Experience
- Recommendations: Features based on user interactions and similarities enhance ongoing engagement.
- Term Frequency Boosting: Highlights key terms in search results to draw attention to essential products.
- Sub-sentence Highlighting: Improves clarity by showing users exactly what they’re looking for within long search results.
Key quotes
- "Use Trieve to show users what they're looking for every time."
- "Trieve handles search and RAG so you can focus on building your unique features."
- "Gain a competitive advantage by incorporating AI powered search and RAG."
- "Our API surface is large, the features are many, and the documentation is thorough."
- "With Trieve, set up an industry-leading search UX in hours."
This summary contains AI-generated information and may be misleading or incorrect.