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Insights & Ideas

Explore expert tips, industry insights, and product updates to help you grow smarter and stay ahead in the world of AI and automation.
AP2 vs ACP vs x402: A Builder's Comparison of the Competing Agentic Payment Protocols
AP2 vs ACP vs x402: A Builder's Comparison of the Competing Agentic Payment Protocols
Agentic commerce has three competing payment protocols emerging in parallel, not one converged standard. Here's a builder-level comparison of AP2, ACP and x402, and what to actually consider before committing engineering effort to any of them.
Scaling AI Beyond the Pilot: The Architecture and Operating Model UK Enterprises Need
Scaling AI Beyond the Pilot: The Architecture and Operating Model UK Enterprises Need
Scaling AI beyond a pilot is less about better models and more about the platform and team around them. This guide sets out the data, MLOps, ownership and governance shape UK enterprise teams need.
Top Tips for Established Online Retailers to Prepare for Agentic Commerce
A Comprehensive Guide for Enterprise Technology Departments to Become AI Native: Part 3 – Governance Layer
A Comprehensive Guide for Enterprise Technology Departments to Become AI Native: Part 2 – Management Layer
A Comprehensive Guide for Enterprise Technology Departments to Become AI Native: Part 1 – Execution Layer
Architecting Strategic Partnerships with AI Startups: Operational Realities and Risk Management
AI and Machine Learning Solutions for UK Businesses: Which Technique Fits Which Problem
AI and Machine Learning Solutions for UK Businesses: Which Technique Fits Which Problem
Not every problem needs a model, and not every model needs to be generative. This guide helps UK product and technology leaders match rules, machine learning, generative AI and agents to the job, screen use cases and sequence them into a portfolio.
Scaling Market Fit: From Traction to Growth
Early traction is not the same as a repeatable business. The final part of our product market fit series covers unit economics, retention and product scalability, the AI-specific scaling risks, and how enterprise teams take a successful first deployment to a portfolio.
Merchant Fraud Detection: Architecture and Operational Realities of Anomaly-Based Risk Assessment
Graph-Driven Detection of Money Mule Networks: Architectural and Operational Realities