AI & Intelligent Systems
Web applications with AI built in from the start.
AI-powered applications are web applications where the AI capability is part of the architecture — not a chatbot widget bolted on at the end. I build them as complete software products.
AI application development covers web applications where language models, embeddings, vector search or classification are integral to the user-facing product. Architecture is designed for the AI requirements — not retrofitted.
Scope & Deliverables
What this engineering discipline covers
- AI-powered search and semantic retrieval
- Content generation and summarisation features
- Recommendation and personalisation systems
- Intelligent data processing and analysis
- Retrieval-augmented generation (RAG) systems
- Embedding and vector database integration
- Full-stack web application with AI as a first-class feature
Methodology
How we engineer and deliver
Architecture first
Design where AI capability lives in the system before building anything.
Build and iterate
Evaluate AI behaviour against real use cases continuously during build.
Deploy and operate
Production deployment with cost monitoring and operational runbook.
Have something worth building?
Let's turn the idea into software. Scoped in writing, engineered to specification, and delivered with precision.