Vector DB · Pinecone & pgvector · Edinburgh
Vector Search RAG & Semantic Retrieval Systems in Edinburgh
Expert Vector Search RAG & Semantic Retrieval Systems for companies in Edinburgh, UK. Direct founder architecture, scalable engineering, and 100% IP ownership.
✦ Direct Answer & Architecture Scope:
Vector search and RAG engineering by Jyotirmay Ray integrates Pinecone and pgvector to eliminate AI hallucinations, powering enterprise document retrieval and knowledge search. Dedicated engineering partner for clients across Edinburgh, Scotland (UK).
Production Deliverables & Milestone Roadmap
Bespoke Vector Search RAG & Semantic Retrieval Systems for Edinburgh Teams
100% Source Code Ownership & Repository Transfer
Direct Milestone-Based Sprints with Founder Jyotirmay Ray
Comprehensive Technical Testing & Production Deployment
Technical Architecture & Production Implementation
SYSTEM TOPOLOGY BLUEPRINT
Document Ingestion
├── Chunking & OpenAI text-embedding-3
├── Pinecone / pgvector Similarity Search Index
└── Grounded Prompt Assembly to LLM (Claude / GPT-4o)
VERIFIED CODE PATTERN
// Vector Semantic Query Matching
const queryEmbedding = await openai.embeddings.create({ model: "text-embedding-3-small", input: query });
const matches = await pineconeIndex.query({ vector: queryEmbedding.data[0].embedding, topK: 5, includeMetadata: true });Frequently Asked Questions & Technical Scope
Do you work with businesses based in Edinburgh?
Yes. We work extensively with clients across Edinburgh (UK), coordinating seamlessly across local time zones.
What is the timeline and milestone structure?
Typical development cycles run across structured 4 to 10 week milestone sprints with zero hidden charges.
Ready to build your Vector Search RAG & Semantic Retrieval Systems in Edinburgh?
Direct technical collaboration with founder-engineer Jyotirmay Ray. Zero middlemen, 100% intellectual property transfer, and rapid sprint delivery.