8 articles

Systems Architecture

Designing and building production AI systems that scale with your business.

Visual representation of scaling AI systems from pilot phase to full enterprise deployment
Systems Architecture

Scaling AI Beyond the Pilot: From 1 System to 10

How to scale AI from a successful pilot to multiple production systems across your business without the wheels falling off.

Alistair Williams
21 Mar 20267 min read
Dashboard showing production AI system monitoring metrics and health indicators
Systems Architecture

Monitoring Production AI: What to Track and Why

Essential monitoring strategies for production AI systems. Learn what metrics matter, how to set alerts, and when to intervene.

Alistair Williams
19 Mar 20267 min read
Diagram showing API integration patterns connecting AI systems to business applications
Systems Architecture

API Integration Patterns for AI-Powered Business Systems

Practical API integration patterns for connecting AI systems to your existing business tools. Lessons from production deployments.

Alistair Williams
17 Mar 20267 min read
Data pipeline architecture diagram showing extraction, transformation, and loading stages
Systems Architecture

Data Pipeline Architecture for Production AI Systems

Production AI needs production data infrastructure. A practitioner's guide to building data pipelines that are reliable, observable, and maintainable.

Alistair Williams
15 Mar 20268 min read
Knowledge management system architecture diagram with connected data sources
Systems Architecture

Building a Knowledge Management System That Actually Gets Used

Most knowledge management systems become digital graveyards. Here is the architecture and design approach that drives real daily usage.

Alistair Williams
13 Mar 20267 min read
Cloud architecture diagram showing BigQuery, Cloud Functions and AI service connections for SME deployment
Systems Architecture

Cloud Architecture for SME AI: BigQuery, Cloud Functions, and Beyond

Practical cloud architecture patterns for SMEs deploying AI. How to use BigQuery, Cloud Functions, and managed services cost-effectively.

Alistair Williams
23 Feb 20267 min read
Illustration showing multiple AI models working together in a coordinated strategy
Systems Architecture

Why You Need a Multi-Model AI Strategy

Using one AI model for everything is a costly mistake. Learn why a multi-model strategy delivers better results at lower cost.

Alistair Williams
21 Feb 20267 min read
Data flowing through a real-time processing pipeline into an AI decision-making system
Systems Architecture

Real-Time Data Processing for AI-Driven Decision Making

How to build real-time data pipelines that feed AI decision-making systems. Practical patterns for UK businesses.

Alistair Williams
19 Feb 20267 min read