Vector DB · pgvector & Hybrid Search · Geneva Biotech Campus
Enterprise pgvector & PostgreSQL Hybrid Semantic Search Engine in Geneva Biotech Campus
Premier Enterprise pgvector & PostgreSQL Hybrid Semantic Search Engine for companies in Geneva Biotech Campus, Geneva (Switzerland). Direct founder architecture, custom LLM integration, and 100% IP ownership.
✦ Direct Answer & Architecture Scope:
PostgreSQL pgvector engineering by Jyotirmay Ray brings semantic similarity search directly into your existing SQL database, eliminating separate expensive vector database subscriptions. Dedicated sprint engineering for teams in Geneva Biotech Campus (Switzerland).
Production Deliverables & Milestone Roadmap
Custom Enterprise pgvector & PostgreSQL Hybrid Semantic Search Engine for Geneva Biotech Campus Teams
100% Source Code Ownership & Model Prompt Handover
Milestone Sprints with Direct Founder Engineering
Production Deployment with CI/CD & Automated Backups
Technical Architecture & Production Implementation
SYSTEM TOPOLOGY BLUEPRINT
Hybrid User Query
├── Reciprocal Rank Fusion (BM25 Keyword + Vector Embedding)
├── Native PostgreSQL pgvector Index (HNSW / IVFFlat)
└── Sub-15ms Enterprise Search Results with Zero Vector DB Bills
VERIFIED CODE PATTERN
// PostgreSQL pgvector HNSW Query
SELECT id, title, 1 - (embedding <=> $1::vector) AS similarity
FROM knowledge_articles
WHERE 1 - (embedding <=> $1::vector) > 0.78
ORDER BY similarity DESC LIMIT 5;Frequently Asked Questions & Technical Scope
Can we integrate this AI solution with our existing tools in Geneva Biotech Campus?
Yes. We build bi-directional webhooks and REST APIs to sync with your existing CRM, Slack, WhatsApp, and databases.
How do you prevent hallucination in production?
We enforce grounded RAG retrieval, strict JSON schema validation, and guardrail heuristics.
Ready to build your Enterprise pgvector & PostgreSQL Hybrid Semantic Search Engine in Geneva Biotech Campus?
Direct technical collaboration with founder-engineer Jyotirmay Ray. Zero middlemen, 100% intellectual property transfer, and rapid sprint delivery.