AI Search
Production Pattern

Xenith Search

AI-native semantic search for any data.

Keyword search returns documents that contain the words. Xenith Search returns documents that answer the question. We connect to your data, build the semantic index, tune relevance for your content, and hand you an API your applications can call on day one.

Typical deploy: 2 weeks
Custom engagement

Weaviate / Qdrant vector store, managed and optimised by Xenqube

Deployed as a scoped engagement for your stack - not a self-serve trial or live sandbox.

What a typical engagement delivers

  • Your catalogue or document corpus indexed and searchable
  • Search API live and responding to natural language queries
  • Relevance tuned against your real content
  • Analytics dashboard showing search patterns from day one

Typical deploy: 2 weeks - built into your environment, handed over as a production system.

What's included

Typical engagement deliverables

Scoped to your stack and compliance needs. We deploy the working system into your environment and hand over runbooks - not a sandbox login.

1

Your catalogue or document corpus indexed and searchable

2

Search API live and responding to natural language queries

3

Relevance tuned against your real content

4

Analytics dashboard showing search patterns from day one

5

Embed code or SDK ready for your front-end team

How it works

  • Natural language queries so users ask questions, not keywords
  • Multi-modal search across text and images from the same index
  • Federated search: one query searches across multiple disconnected systems
  • Personalised ranking that learns from click behaviour
  • Analytics dashboard: what people search, what they click, what they don't find

Who this is for

E-commerce: product discovery that converts browsers into buyers
Enterprise portals: employees find policies and docs without knowing where they live
Media: readers discover content they didn't know they wanted
Developer tools: documentation search that finds the answer, not the page

Want Xenith Search in your environment?

Book a 30-minute call. We'll map your use case, confirm fit, and outline a deployment timeline - no self-serve trial, no pitch deck.

Typical deploy: 2 weeks from kickoff.