Intelligence from the Field
Strategic thinking and practical guidance grounded in building applied AI, data and software systems for real operational and commercial problems.
Browse the Glossary
Perspectives
What does AI maturity look like in a mid-market business?
AI maturity in mid-market businesses explained for PE operating partners - what good looks like, how to assess it and where to focus during value creation.
Tools
The AI due diligence checklist every PE operating partner needs
AI due diligence checklist for PE operating partners - assess data infrastructure, deployed capability, talent risk and governance before close.
Tools
How to conduct an AI due diligence on a portfolio company
AI due diligence for portfolio companies: a structured framework for PE operating partners to assess data maturity, AI capability and value creation potential.
Perspectives
AI strategy in 2026: what's changed and what still matters
Most organisations that invested in AI over the past two years have something to show for it. A chatbot. A dashboard. A pilot that worked in the demo. What they often do not have is a business that operates meaningfully…
Perspectives
What is model fine-tuning and when does it make sense for a business?
Model fine-tuning explained for business leaders - what it is, when it makes commercial sense, and how to decide if your use case justifies the investment.
Playbooks
How to brief an AI consultancy: a guide for business leaders
How to brief an AI consultancy effectively - a practical guide for business leaders on scoping, data, success criteria and choosing the right firm.
Perspectives
What is structured data injection and when should you use it instead of RAG?
Structured data injection vs RAG - understand the architectural difference and when each approach is right for financial, operational and transactional data.
Playbooks
How to run an AI proof of concept that stakeholders will trust
AI proof of concept projects fail when success criteria aren't agreed upfront. Here's how to scope, run and conclude a PoC that earns stakeholder trust.
Perspectives
The hidden costs of AI that most vendors don't talk about
The hidden costs of AI go far beyond software licences. Learn what vendors don't model - and how to build a cost case that holds up.
Perspectives
How to measure AI performance beyond accuracy metrics
AI performance measurement goes beyond accuracy metrics. Learn the four-layer framework that connects model output to real business outcomes and board-level results.
Showing 81–90 of 114 insights