Journal · 15 entries
We have seen hundreds of chatbot projects. The failure patterns are predictable, preventable, and almost always the same.
After helping over 200 UK executives secure AI investment, we know exactly what boards want to see — and what kills proposals before they get started.
The initial development cost is rarely the largest line item in an AI programme. Here is a realistic breakdown of where the money actually goes.
GPT-4, Claude, Gemini, Llama — the options are proliferating. Here is a practical framework for matching language model capabilities to your specific requirements.
F1 scores and BLEU scores tell you whether your model works technically. They tell you almost nothing about whether it is delivering business value.
Regulatory pressure on AI is accelerating. Here is how to build governance frameworks that protect your business and maintain stakeholder trust.
After building AI teams across 50+ organisations, we have identified the roles, structures and culture traits that consistently separate winners from laggards.
RAG has become the dominant architecture for enterprise AI applications. Here is what you need to know before you build.
The average enterprise AI project runs 40% over budget and 60% over schedule. After 300+ deployments, we understand exactly why — and how to prevent it.
The potential of generative AI in clinical settings is enormous. So is the responsibility. Here is how to navigate both.
Predictive maintenance captures the headlines. But the deeper transformation in manufacturing AI is happening in quality, planning and supply chain intelligence.
Most enterprise AI advice assumes you have abundant training data. Here is what to do when you do not — and why small data is not the barrier most people think.
Technical implementation is the easy part. Getting people to actually use AI — and trust it — requires a completely different skill set.
Most AI ethics frameworks are written by ethicists for policy audiences. This is written by engineers for the people who actually build and deploy AI systems.
