AI ROI

Filter by:

Type:

Tag:

AI Strategy · 5 min read

The Most Valuable AI Investment You Can Make Is Probably Not New

Enterprise AI strategy is dominated by the search for new capabilities: copilots, agents, generative interfaces, and novel applications that did not previously exist. This is the wrong place to look first. The highest-return AI investments available to most large enterprises are not new decisions. They are better versions of decisions already being made millions of times per day inside operational systems that have been running for years. The organisations that recognise this will generate more AI value from existing infrastructure than most of their competitors will generate from net-new AI programmes.

9 Dec 2025 AI Strategy Enterprise AI

AI Strategy · 4 min read

The Real ROI Calculation Is Not What You Were Sold

Model accuracy is not a business metric. It is a technical specification for how a model performs on a test dataset. The business value of an AI deployment is not determined by its accuracy score. It is determined by the quality of the decisions it makes in production, the financial consequences of the decisions it gets wrong, and the operational cost of maintaining it over time. Most AI investment cases are built on the first metric and silent on the second and third. That is why so many AI programmes struggle to demonstrate ROI.

19 Aug 2025 AI Strategy AI ROI

AI Strategy · 4 min read

Decision Strategy vs. Data Strategy: Why Most Enterprises Are Optimising the Wrong Thing

Every large enterprise has a data strategy. Almost none have a decision strategy. The distinction matters because AI value is not realised in data. It is realised in decisions. The organisations generating the highest AI ROI are not the ones with the best data platforms. They are the ones that have identified the high-volume operational decisions already running inside their core systems and systematically improved them.

18 Feb 2025 AI Strategy Enterprise AI