Estimated setup time
A few hours to integrate the API and test the solution.
The benefits of the solution, specifically Vauban’s:
• Simplicity : A single, easy-to-integrate API for advanced search without complexity.
• Security : Management of internal data with strict standards and options for data purging or retention.
• Speed : Short response times thanks to optimized infrastructure.
• Precision : A unique combination of Embeddings, RAG, and Rerank for relevant and reliable results.
• Flexibility : Available in both synchronous and asynchronous modes, compatible with various environments (SaaS or OnPremise).
Traditional keyword-based search systems are limited when it comes to handling the complexity of modern queries. They struggle to understand semantic nuances, leading to irrelevant results, wasted time, and a poor user experience. Businesses need to transform their internal databases into a powerful tool capable of delivering contextual and relevant answers.
Embeddings API for Advanced Semantic Search
Provide precise and contextual search that truly understands user intent.
Vauban Solution Involved
• Embeddings API: To transform your content and queries into vectorized data understandable by AI.
• RAG (Retrieval-Augmented Generation): To enrich search results with up-to-date internal data.
• Rerank API: To optimize the order of results based on relevance.
How It Works
1. Semantic Transformation: The Embeddings API converts your content (documents, databases, queries) into vector representations that capture the meaning and context of the texts.
2. Intelligent Search: Once the data is vectorized, the search operates based on the semantic proximity of the results to the user’s query.
3. Refinement with Rerank: The results are sorted and reorganized using advanced contextual understanding.
4. Augmented Retrieval: RAG enhances the process by accessing internal databases to add accurate and reliable information.
Examples of everyday use:
• Healthcare : A hospital uses the Embeddings API to allow its medical staff to search for specific clinical studies based on patient symptoms.
• Software : A collaborative platform improves its internal search, enabling employees to easily find documents related to their projects.
• Advertising : An agency uses semantic search to identify precise insights in a database of past campaigns.
• Financial Services : A bank reduces the time spent analyzing legal documents and quickly identifies relevant clauses through enriched semantic search.
Industries
Software and SaaS AI
Retail and E-commerce
Education
Energy Sector
Healthcare Sector
Video Games
Financial Services
Products Used
Translate
AI Solution for Precise and Rapid Translation, Tailored to Industry Specifics
Embeddings
AI Solution for Calculating Embeddings Quickly and Efficiently