Nicole Junkermann's Infrastructure Belief Just Got a £1.1 Billion Government Endorsement

Investor Nicole Junkermann has spent years arguing that Britain's artificial intelligence strategy would eventually become more physical — and in June, the government caught up. It unveiled an AI Hardware Plan backed by more than £1.1 billion of targeted public and private investment, signalling that chips and computing systems are now being treated as part of the country's economic infrastructure.

The plan includes £750 million for a new national AI supercomputer, including £400 million for next-generation AI chips. It also includes £120 million for AI hardware innovation and support intended to help British semiconductor and hardware companies move from research into commercial scale.

That shift closely resembles an investment argument made by Nicole Junkermann, founder of London-based NJF Holdings. Through NJF Capital, the venture investment arm of NJF Holdings, Junkermann has backed Groq in AI inference alongside businesses such as Rippling that sit closer to enterprise technology.

Nicole Junkermann Saw the Infrastructure Layer Coming

Every advanced model requires processors, servers, energy and network infrastructure. The more artificial intelligence becomes embedded inside ordinary business processes, the greater those physical requirements become.

Gartner expects AI-optimised infrastructure-as-a-service spending to almost double during 2026 to $42.3 billion. Spending associated with inference is expected to reach $23.3 billion, overtaking expenditure on model training for the first time.

That change reflects the transition from experimentation to production. Training creates an AI model, while inference is what happens every time millions of businesses and consumers begin using that model repeatedly.

Groq is focused squarely on this layer of the market. Its technology is designed to increase the speed and efficiency with which AI models are run, creating a different investment proposition from the applications attracting most public attention.

For Nicole Junkermann and NJF Holdings, Groq fits a broader belief that important technology companies can emerge by providing infrastructure other businesses rely upon. The opportunity isn't necessarily to predict which chatbot, agent or interface will become dominant. 

Britain wants more of the infrastructure value chain

The UK AI Hardware Plan explicitly aims to ensure that more of the value created by the AI economy is captured through technologies designed and scaled in Britain. Government policy is therefore moving beyond software development towards the harder question of who controls the systems on which software depends.

This isn't an argument for technological isolation. Britain won't create an entirely domestic semiconductor supply chain, and advanced AI hardware will continue to rely on international manufacturing, capital and research.

The more realistic objective is to ensure that the UK retains meaningful capabilities inside those networks. Economic resilience can come from possessing strategically useful technologies without trying to reproduce every component domestically.

Private investors have an important role because hardware and infrastructure companies are often more capital-intensive than conventional software startups. The last decade of venture capital rewarded businesses capable of scaling quickly without large amounts of physical infrastructure, but AI may alter that pattern.

Processors, energy systems and data centres require large upfront investment. Those requirements create more financial risk, but they can also create barriers to entry that are difficult for competitors to overcome.

This is where the investment thesis associated with Nicole Junkermann and NJF Holdings becomes particularly relevant. Infrastructure tends to become more valuable once it is deeply embedded, especially when large numbers of businesses come to rely on the same underlying capability.

Britain's £1.1 billion hardware strategy suggests policymakers are reaching a similar conclusion. The AI race isn't moving away from software, but it is broadening into the physical systems that make software possible.

For Nicole Junkermann and NJF Holdings, that underlying layer may contain some of the sector's most durable investment opportunities. For Britain, it has become important enough to be treated as national industrial policy.