Insights
Product, design, AI, and engineering perspectives from our team.
Conversational AI Design: Building Chatbots That Don't Frustrate Users
Conversational AI systems succeed when users forget they're talking to a machine. The difference lies in thoughtful UX design that prioritises human communication patterns over technical convenience.
When to Replace Your Software Platform: 7 Signs It's Time
Platform replacement is one of the hardest decisions in technology leadership. This guide provides a framework for when to replace versus renovate your existing platform, with seven clear signs that indicate replacement makes more business sense than continued renovation.
Designing AI-Powered Search: Beyond the Search Box
AI-powered search transforms user experience by understanding intent and context, not just keywords. Learn how to design semantic search, conversational interfaces, and intelligent result presentation that actually helps users find what they need.
Automated Model Retraining: When and How to Keep Your AI Current
Machine learning models decay over time as data shifts and conditions change. Learn when to implement triggered vs scheduled retraining, detect data drift, safely test new models, and build automated systems that maintain AI performance in production.
Software Architecture Review: Essential Questions for Business Leaders
Learn how to assess whether your software architecture supports or constrains business growth. Essential questions and frameworks for evaluating development velocity, scalability, and modernisation needs.
Technology Roadmap Planning: Aligning Tech with Business Goals
A technology roadmap bridges business strategy and engineering execution. Learn how to build roadmaps that translate business objectives into technical initiatives with clear success metrics.
Building a Technology Team from Scratch: A Founder's Guide
Building your first technology team is critical for startup success. This guide covers hiring sequence, team structure, build vs outsource decisions, and establishing the right culture from day one.
Technology Due Diligence for Software Company Acquisitions
Technology due diligence determines whether a software company's technical assets support acquisition goals. Poor technical assessment can turn promising deals into expensive integration challenges.
dbt for Mid-Market: Modern Data Transformation at Scale
dbt brings enterprise-grade data transformation to mid-market companies without the enterprise complexity. Learn how to implement modern data practices that scale with your business, when dbt makes sense, and practical steps for getting started.