A tiny LLM node looking up at a giant wall of database tables visualized as blocks, each with cryptic names.

Why LLMs Struggle to Integrate with Corporate Systems

Large language models (LLMs) have been heavily promoted as productivity tools for enterprises in a range of use cases, such as customer chatbots, content creation for marketing material, and enabling employees to easily access and summarise documents like product documentation or product manuals. There are other use cases, such as automation of business processes like…

A futuristic AI city or glowing neural network — sleek and optimistic marketing imagery. A panoramic view of a London skyline with the Shard, Gherkin, or Big Ben, overlaid with digital or neural network motifs.

AI in the UK

The UK employs almost a quarter (24%) of all AI workers in Europe, ahead of Germany (14%) and France (12%). Its AI economy was worth £72 billion in 2024 according to UK government figures, employing over 362,000 workers, and 3,700 AI companies directly employed 60,000 people in 2024. This increased to 5,800 companies by September…