Enterprise Solution
Vector Database Architecture
Retrieval Infrastructure Built to Last.
Design and deploy Pinecone, Weaviate, pgvector, or Qdrant — optimized for retrieval latency, hybrid search, multi-tenancy, and the query volumes your AI products demand.
What's Included
Technology selection based on workload and cost profile
Hybrid search combining dense vector and keyword retrieval
Multi-tenant namespace design with access isolation
Index optimization for sub-100ms P99 retrieval
Embedding pipeline design and model selection
Horizontal scaling architecture for billion-vector workloads
Backup, restore, and disaster recovery procedures
Migration paths from existing search infrastructure
ROI guarantee or money back within 90 days
Supported Platforms
P
PineconeW
WeaviateP
pgvectorQ
QdrantC
ChromaOE
OpenAI EmbeddingsC
Cohere
Industry Certified
AWS, Azure, GCP Professional
50+ Enterprise Clients
Fortune 500 to startups
Zero Breach Record
Perfect security track record
Guaranteed Results
ROI or money back
Use Cases
Where It Drives Results.
Enterprise
RAG Knowledge Retrieval
High-precision retrieval backing enterprise knowledge bases and document Q&A systems — sub-100ms with 98%+ recall.
— Fast, accurate enterprise search
E-Commerce
Semantic Product Search
Replace keyword search with meaning-aware product discovery — customers find what they mean, not just what they type.
— 25% improvement in search conversions
Media / SaaS
Recommendation Engine
Vector similarity at the core of personalisation — user embeddings matched to item embeddings at millisecond latency.
— Real-time personalised recommendations
Finance / Legal
Duplicate & Fraud Detection
Near-duplicate detection at scale — identify fraudulent listings, plagiarised content, and duplicate customer records instantly.
— 99%+ duplicate detection accuracy
Deployment Options
Managed Cloud
Fully managed vector database with auto-scaling (Pinecone, Weaviate Cloud).
— SMB / Rapid Development
Self-Hosted
Qdrant or Weaviate in your Kubernetes cluster for cost and control.
— Mid-Market / Enterprise
pgvector Hybrid
Vector extension on your existing PostgreSQL — lowest ops overhead.
— SMB / Existing Postgres
FAQ
Questions
Answered.
Have a question not covered here? Schedule a call — we answer your specific situation directly.
We select based on: (1) query volume and latency SLO, (2) managed vs. self-hosted preference, (3) hybrid search requirements, (4) budget, and (5) existing infrastructure. pgvector is excellent for smaller workloads already on PostgreSQL. Pinecone is fastest to production. Qdrant and Weaviate offer better self-hosted economics at scale. We document the tradeoffs before committing.
50+
Enterprise clients
99.9%
Avg uptime delivered
$22M+
Annual cost savings
300%+
Avg first-year ROI
Trusted by 50+ enterprise organisations
Ready to transform
your infrastructure?
Join industry leaders who have achieved measurable results across DevOps, AI Agents, Data Engineering, Security, and custom product development. Use the calculator below to estimate your return — then choose how to get started.
ROI Calculator
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Custom infrastructure & AI assessment
ROI projections for your environment
Prioritised next-steps roadmap
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Download the transformation guide
A 40-page blueprint covering DevOps, AI, Security, Data Engineering, and LLMOps best practices.
ROI calculation templates
Tool-selection frameworks
Implementation checklists
Industry benchmark data
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24-hour response
All enquiries answered within 24 hours on business days. Emergency support available 24/7.
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10+ years production experience
Deep expertise across Fortune 500 enterprises and high-growth startups in every solution domain.
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Every organisation is unique. Our team provides personalised guidance to help you understand exactly how transformation drives measurable results for your specific environment, team, and goals — across any domain.
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