Semantic Search Solutions

Enhance Data Exploration with Semantic Search

Our semantic search solutions use vector similarity search to discover deeper insights and meaningful connections in your data.

Vector Similarity Search

VectorLink enhances your data exploration with its powerful semantic search functionality.

Utilizing the power of LLMs, VectorLink employs vector embeddings. When you make an indexing request, data is sent to the AI model, which returns a list of float vectors in JSON format. The vector database features an index based on Hierarchical Navigable Small World graphs which is amongst the top-performing indexes for vector similarity search.

To enable the LLM to understand your data, we utilize GraphQL queries and Handlebars templates to render your data and its context as text. This ensures high-quality semantics resulting in more accurate and relevant search results.

Once your data is indexed, you can unleash the power of the semantic index server. By simply asking questions about your data, VectorLink’s vector proximity magic comes into play, generating semantic results that go beyond traditional keyword matching.

Discover hidden relationships, uncover patterns, and gain a deeper understanding of your data through intuitive and context-aware search queries.

Vector Link enables user generated queries - this is a mock up laptop showing a financial app with an AI assistant

Semantic Search Key Points

The semantic index server provides –

Efficient Tools

Tried and tested technology across data, text and unstructured documents.

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OpenAI Integration

Integration with OpenAI for advanced vector embeddings.

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Easy to Add Context To Data

Customizable GraphQL queries and Handlebars templates for superior text rendering.

Context-Aware Search

Intuitive search queries leveraging vector proximity for accurate and context-aware results.

Deeper Insights

Empower domain teams to uncover hidden relationships and patterns in your data for deeper insights

Leverage AI's Potential

If you need to leverage the potential of combining your data with generative AI to solve difficult problems, our AI consultancy services can speed up the project. Enquire today to see about working with us.