DevOps services for the UK

ChromaDB & Qdrant

Vector databases for RAG and semantic search over UK content

Embedding pipelines for documents and internal data, vector index optimised for semantic search, hybrid filtering by metadata and similarity, RAG strategies for more relevant answers, latency tuning for production inference.

If you are building a RAG system or semantic search over your own UK documents — internal knowledge bases, product catalogues, customer support history — you want a vector database that stays close to your application, not a hosted service in another time zone billed in dollars. We deploy Chroma or Qdrant alongside your PostgreSQL (pgvector is also available natively in PG 16 for smaller workloads) and tune the index for the latency you actually need.

What is included

Concrete deliverables for your UK team

  • Chroma 0.5+ or Qdrant 1.10+ depending on workload profile
  • pgvector available natively in PostgreSQL 16
  • HNSW and IVF index strategies tuned per dataset
  • Hybrid filter + vector queries with metadata payloads
  • Embedding pipeline templates (OpenAI, Anthropic, BGE-large, e5)
  • Latency budgeting under 50 ms p95 for moderate datasets
Chroma · Qdrant · pgvector · HNSW + IVF · Hybrid retrieval

Want this set up for your UK stack?

Book a 30-minute discovery call. We will scope the work, recommend the right plan and give you a fixed quote in GBP with VAT broken out. No commitment, no high-pressure sales call.

Book discovery callSee prices in GBP