AI Consultants with our own VectorLink techology. VectorLink is a vector database and vector embedding management tool - this is a diagram of how it works.

Semantically Index your Data for Search, RAG & Entity Resolution

VectorLink is a vector database and semantic index server that enables you to use advanced AI techniques and LLMs with structured and unstructured data.

Vector Embeddings

VectorLink provides developers and non-technical users with a semantic index of structured and unstructured data using vector embeddings.

VectorLink works by requesting an index of your data. When asked, the data is sent to an LLM, such as OpenAI, and returned as a list of float vectors in JSON.

VectorLink creates high-quality text embeddings by defining a GraphQL query with a Handlebars template rendering it as text so the large language model can understand it.

After your data is indexed, you can ask the semantic index server questions about your data and the magic of the vector proximity produces semantic results.

				
					{{#if composer}}The piece was composed by {{composer}}. {{/if}}
{{#if opus}}It is opus number {{opus}}. {{/if}}
{{#if composed}}The piece was composed during {{composed}}. {{/if}}
{{#if date}}The piece is dated to {{date}}. {{/if}}
{{#if dedication}}The piece was dedicated to {{dedication}}. {{/if}}
{{#if duration}}The piece is {{duration}} long. {{/if}}
{{#if key}}The piece is in the key of {{key}}. {{/if}}
{{#if movements}}The piece has {{movements}} movements. {{/if}}
{{#if period}}The piece was composed during the {{period}} period. {{/if}}
{{#if text}}The piece is associated with the text {{text}}. {{/if}}
				
			

Human and Programmatic Data Query

As LLMs such as OpenAI are based around text, obtaining insights and intelligence from your data is no longer restricted to technical users. Domain-level business intelligence can be orchestrated by the domain freeing up technical teams.

Programmatically manage other areas such as reporting, dashboards and business processes. Whether sales dashboards or customer insights, VectorLink’s semantic index server can provide relevant information to front-end teams without extensive work from data engineers.

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

AI Consultancy Services

We specialize in entity resolution, semantic search and classification, retrieval-augmented generation and AI-assisted know-your-customer solutions.

These are challenging problems for businesses, but with the rise of AI and the parameterized knowledge they bring, utilizing your data with LLMs and a bit of know-how means solutions are now more effective and far quicker to implement.

Entity Resolution

Completely automated AI-driven data matching, duplicate detection and record-linking solutions.

Semantic Search

Discover deeper insights and uncover meaningful connections in your data.

AI Classification

Programmatically solve categorisation and taxonomy headaches.

RAG Solutions

Enhanced accuracy and reliability of generative AI using your data.

Know Your Customer

Prevent fraud, stay compliant and reduce KYC costs.

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.