Thinking at the edge of AI
Perspectives on AI strategy, engineering, and building better digital products for UK businesses.
55 articles
The Era of Invisible AI: Why the Best Business Automation Is the Kind You Never See
Chatbots made AI visible, and that is exactly the problem: another tab, another login, another skill your team must learn. The real operational ROI sits in invisible AI: background automation triggered by events, working silently inside the accounting, CRM and inbox tools your business already owns. Here is the case, the ROI mechanics, and five automations to switch on this quarter.
Read more
From Process Automation to Agentic Knowledge Work: How AI Is Making Tech the Core of Every Business
Process automation executed the steps humans wrote down and left the judgement to people. Agentic AI crosses that line: brief it with an outcome and it plans, uses tools, checks results and escalates. This guide maps the shift from RPA to agentic knowledge work, the commercial evidence it is already here, and the four-rung operating ladder UK businesses can climb.
Read more
Resume Filtering Without Bias: Constructing an Anonymous, Localized Candidate Screening Pipeline
Hundreds of applications per role and seven-second CV skims are exactly where hiring bias lives. This technical framework shows small businesses how to build an anonymous, localised screening pipeline: strip personal identifiers with a two-pass scrubber, extract evidence-bound skill trees with a local language model, and rank candidates transparently against internal role profiles.
Read more
From Spreadsheet to Software: How SMEs Can Build Custom Internal Tools with Zero-Code AI Pipelines
Every growing SME has a spreadsheet that quietly runs the business, and quietly holds it back. This guide shows non-technical founders how a zero-code AI pipeline turns that spreadsheet into a custom internal tool: describe the workflow in plain English, get a working web app in days, and skip the £25,000 agency quote.
Read more
The Blueprint for Agentic Governance: How to Monitor, Audit, and Control Enterprise AI Agents
AI agents do not just answer questions; they take actions in your live systems. This blueprint sets out the four pillars of agentic governance: tracing every reasoning path, building audit trails you can replay, versioning everything that shapes agent behaviour, and the layered controls that stop rogue agent loops before they burn budget or break production.
Read more
AI Glossary for Executives: The Technical Terms You Actually Need to Know (and the Ones You Can Ignore)
Vendor pitches are dense with AI jargon, and most of it is noise designed to borrow credibility. This executive glossary cuts through it: the handful of terms that actually change decisions, the ones you can safely delegate to your engineers, and a 30-second test for telling signal from sales talk.
Read more
Legacy Retrofitting vs AI-Native Architecture: When to Patch and When to Rebuild
A highly technical comparison of two paths to enterprise AI: bolting an LLM onto your existing relational databases, or building a semantic knowledge graph layer designed for machines to reason over. We explain exactly why text-to-SQL and naive RAG fail in production, how a knowledge graph and GraphRAG change the game, and a system-by-system framework for deciding when to patch and when to rebuild.
Read more
What is Generative UI (GenUI)? The End of Static Dashboards and Fixed Interfaces
Generative UI lets an AI model assemble the interface in real time around the user, the data, and the task, instead of shipping one fixed layout for everyone. This guide explains what GenUI actually is, how the pipeline works, where it already delivers value, its real risks, and how UK businesses should prepare.
Read more
AI UGC Creatives vs Traditional Shoots: A London Fashion Case Study
We ran a controlled four-week test for a London fashion e-commerce client: a professional studio shoot against AI generated UGC style creatives, on identical £15,000 ad budgets. The AI UGC creatives won on every metric, from a 6.2x ROAS to a 40% lower cost per purchase. Here is the full breakdown, the 2026 tool stack, and the balanced approach we now recommend.
Read more