AI and Generative AI | Thought Leadership

AI startups: AI leaving the lab and entering the real world

Artificial intelligence is now being tested in environments that do not tolerate abstraction. In this first of seven articles drawn from AI startup companies presenting ...

Apr. 20, 2026

Cooling dictates the limits of AI infrastructure

Cooling is no longer a supporting system within the data centre, it is becoming the mechanism that determines what can be deployed. As power densities ...

Apr. 18, 2026

How AI could transform networks from cost centres into economic engines

For decades enterprise and telecom networks have been treated as infrastructure overhead, a necessary expense that quietly connects applications and users. AI is changing that ...

Apr. 16, 2026

The processor everyone forgot is now running the AI economy

The AI boom has been framed as a triumph of acceleration, yet the system is beginning to fracture under the weight of its own orchestration. ...

Apr. 14, 2026

The network is no longer infrastructure it is the constraint on AI

AI is not failing at the model layer, it is failing in motion, in the movement of data between systems that were never designed to ...

Apr. 14, 2026

The data centre was not designed for AI

Artificial intelligence is being scaled inside buildings conceived for a different era of computing. What looks like a question of performance is turning into something ...

Apr. 14, 2026

The real limit of AI infrastructure is not compute, it is heat

AI infrastructure is being designed around performance metrics that assume unlimited scaling. The reality is that thermal constraints are already determining what can be deployed, ...

Apr. 14, 2026

When infrastructure becomes the failure point of intelligence

AI is moving out of controlled environments and into systems that cannot fail safely. The consequence is that data infrastructure is no longer a supporting ...

Apr. 7, 2026

The ecosystem engine behind the AI factory

An AI factory does not fail at full load. It fails much earlier, in the handoffs between systems that were never designed to operate as ...

Apr. 2, 2026

The cloud continuum is real, but nobody knows how to operate it yet

Enterprises have accepted that AI will not live in a single data centre or hyperscale region. The unresolved challenge is how to operate intelligence that ...

Mar. 30, 2026

Beyond silicon limits the race to redefine computing itself

The architecture of computing is no longer just evolving, it is fragmenting into competing paradigms that must somehow work as one. What emerges next will ...

Mar. 30, 2026

The inference explosion is rewriting the economics of artificial intelligence

Artificial intelligence has crossed a threshold where usage, not training, defines its trajectory. The shift to reasoning and agentic systems is driving a surge in ...

Mar. 27, 2026

The token is the product and most companies have not realised it yet

Artificial intelligence is no longer being built as software, it is being industrialised as output. The shift from models to tokens marks the moment AI ...

Mar. 26, 2026

Optics moves to the centre of AI infrastructure as system limits tighten

The race to scale AI has been framed as a compute problem, but that framing is beginning to fracture under pressure. As systems expand and ...

Mar. 24, 2026

The geography of intelligence is being rewritten

Artificial intelligence is transforming data centres from passive infrastructure into strategic assets that determine economic competitiveness and digital sovereignty. As power constraints tighten across Europe, ...

Mar. 20, 2026

Security at scale protecting the networks that power artificial intelligence

Artificial intelligence is rapidly becoming one of the most valuable assets inside modern organisations. Protecting the networks that train, operate and distribute AI systems is ...

Mar. 10, 2026

When the network becomes the bottleneck of AI ambition

AI investment is accelerating at extraordinary speed, yet the one layer assumed to “just scale” may prove the most fragile. As enterprises rush to deploy ...

Mar. 10, 2026

Enterprises are scaling AI without understanding it

AI is being adopted faster than the organisations meant to govern it, and the gap is beginning to show in procurement decisions, data exposure, and ...

Mar. 9, 2026

The data centre is now the machine

For years, artificial intelligence has been framed as a software problem, defined by models, algorithms, and data. At re:Invent 2025 in Las Vegas, Matt Garman ...

Mar. 5, 2026

Scandinavia is where artificial intelligence becomes industrial

The global race to scale artificial intelligence is no longer being decided by models or software, but by energy systems and infrastructure discipline. In Scandinavia, ...

Mar. 1, 2026

The front-runners are no longer experimenting

Most enterprises believe they are doing AI. Very few are reinventing themselves around it. Accenture’s latest research reveals a widening structural gap between organisations deploying ...

Feb. 27, 2026

The AI hangover is real, and the hard work is only just starting

The first wave of enterprise AI delivered experimentation at unprecedented speed but left many organisations with impressive pilots and little operational change. As reality replaces ...

Feb. 25, 2026

Power is now the defining constraint of intelligence

Artificial intelligence is no longer constrained by algorithms but by electricity, planning systems and infrastructure reality. As digital ambition accelerates, the nations that align energy, ...

Feb. 24, 2026

Rewiring for AI is no longer optional

Digital transformation has run out of road, and AI is now forcing a far more fundamental redesign of how enterprises think about infrastructure. The real ...

Feb. 20, 2026

Infrastructure decides the future of intelligence

Artificial intelligence is advancing faster than the infrastructure designed to carry it. From silicon to space-based data centres, Google’s Amin Vahdat sets out why the ...

Feb. 19, 2026

The power struggle behind the intelligence boom

Artificial intelligence promises efficiency, optimisation and a cleaner digital future, yet the infrastructure supporting it is consuming energy at an unprecedented rate. The question facing ...

Feb. 18, 2026

The AI era will be built on fibre not hype

The discussion around artificial intelligence often focuses on models, chips and software breakthroughs, yet the true determinant of scale sits beneath the surface. The next ...

Feb. 16, 2026

When software stops waiting for you

Enterprises have spent two decades optimising cloud delivery, yet the real constraint is no longer provisioning, it is permission, governance, and trust. If billions of ...

Feb. 13, 2026

Europe’s data centre moment has arrived

Europe’s digital economy is now constrained less by ambition than by infrastructure. Data centres, once treated as background utilities, have become strategic assets shaping competitiveness, ...

Feb. 9, 2026

AWS has stopped talking about models and started talking about systems

At re:Invent 2025, AWS did not present AI as a single breakthrough or a dominant model. Instead, it quietly revealed a full-stack strategy for making ...

Feb. 5, 2026

The year AI grows up

We are late with this piece, but perhaps that is fitting. The loudest AI predictions are always made too early, before reality has time to ...

Feb. 5, 2026

Why AI infrastructure no longer fits the cloud models that built it

Enterprises are discovering that the cloud architectures that powered the last decade of digital transformation are not automatically suited to the next decade of artificial ...

Feb. 2, 2026

The physics now decides what AI can become

AI infrastructure is no longer being shaped by software ambition or commercial demand, but by the hard limits of heat, power and materials. Liquid cooling ...

Jan. 30, 2026

Retail AI has entered its execution era

Retail’s AI ambitions are no longer held back by imagination or intent. Progress is now limited by the ability to operationalise intelligence at scale. Leaders ...

Jan. 23, 2026

The compute trapped inside modern data centres

The AI infrastructure race is being framed as a global scramble for new power, new land, and new permits, yet one of the largest opportunities ...

Dec. 23, 2025

Why heat is becoming the hard limit of AI

AI infrastructure is scaling at a pace few anticipated, yet the industry conversation remains dominated by chips and power. Cooling, long treated as an engineering ...

Dec. 20, 2025

When intelligence meets broken systems

Enterprises are investing heavily in generative AI, but most fail to realise their ambitions. Research reveals that the main barriers are not technical, but the ...

Dec. 20, 2025

AI has outgrown Europe’s digital foundations

Europe’s AI ambitions are colliding with physical limits that strategy papers rarely acknowledge. As AI moves from experimentation to infrastructure-scale deployment, the continent faces a ...

Dec. 19, 2025

Britain is pricing itself out of intelligence

Britain urgently wants to be an AI maker, but data centres and model training demand more than ambition. Without immediate reform of how energy is ...

Dec. 17, 2025

When automation stops being optional

As enterprises push AI from pilots into production, infrastructure is emerging as the defining constraint between ambition and impact. AI-driven automation is no longer an ...

Dec. 16, 2025

The quiet rise of agentic intelligence inside the enterprise

The next wave of enterprise transformation will not be led by humanoid robots but by smart content AI that understands, interprets and acts on the ...

Dec. 15, 2025

Europe’s AI gold rush is shaped by power, not property

Artificial intelligence is forcing Europe to confront an inconvenient truth: the limits of its energy system, not its innovation capacity, will decide where AI infrastructure ...

Dec. 13, 2025

The quiet rewiring of higher education is already underway

The push toward ethical and responsible AI in universities is accelerating, and the sector now stands at a decisive crossroads. Digital maturity has emerged as ...

Nov. 27, 2025

When the weight of intelligence starts to reshape the physical world

Artificial intelligence is accelerating faster than the infrastructure built to sustain it. As the world races to scale compute, a new question emerges, one with ...

Nov. 21, 2025

AI disruption is the inflection point leaders keep misreading

AI disruption is not a distant risk on the horizon, it is the ground already shifting under every assumption leaders hold about value, talent and ...

Nov. 20, 2025

The blueprint for AI success depends on how well you orchestrate intelligence

As AI moves from pilots to production, orchestration and governance are redefining what enterprise success looks like. The future belongs to organisations that can embed ...

Nov. 13, 2025

The integration paradox that will define the next decade of enterprise AI

As AI systems grow more intelligent, the data that feeds them becomes more fragile. The intelligent enterprise will be defined not by its algorithms, but ...

Nov. 12, 2025

The next frontier of start-up acceleration lies in the AI tech stack

The rise of generative and agentic AI has redefined what it means to start a company. Capital, talent, and timing still matter, but in today’s ...

Nov. 4, 2025

Quantum-centric supercomputing will redefine the AI stack

Executives building for the next decade face an awkward truth, the biggest AI breakthrough may not be a larger model or faster GPU, but the ...

Nov. 4, 2025

AI In Depth, Exclusives

The invisible barrier that could decide the future of artificial intelligence

As AI workloads grow denser and data centres reach physical limits, the real bottleneck in the AI revolution is not chips or power, but heat. ...

Oct. 28, 2025

When the cloud goes dark

The global AWS outage revealed more than a temporary loss of service. It exposed the fragility of centralised cloud systems and the urgent need for ...

Oct. 24, 2025

Meta is building a data center the size of Manhattan. How cool is that?

Kevin Roof, Director of Offer & Capture Management at LiquidStack, explores how Meta’s next-generation AI data centres will push cooling technology to its limits. As ...

Oct. 24, 2025

The real AI crisis is not job loss but the widening skills gap

AI is transforming the workforce faster than most organisations can adapt, yet the most significant threat is not automation itself but the lack of readiness ...

Oct. 22, 2025

When clean data meets intelligent machines

Artificial intelligence can only ever be as intelligent as the data it consumes. As enterprises race to embed AI into decision-making, the battle for business ...

Oct. 21, 2025

Stop treating AI like a side project and start wiring it into the business

Executives everywhere are learning the same lesson: AI proves its value only when it is embedded in processes, data, and decisions throughout the entire end-to-end ...

Oct. 8, 2025

Master data management decides whether enterprise AI scales or stalls

Enterprises keep discovering that model prowess is not the bottleneck; master data management is. Treat master data management as the operating system for AI and ...

Oct. 3, 2025

Enterprise AI deployment needs open systems more than shiny models

Enterprise AI deployment is not a magic trick; it is a disciplined operating approach. The organisations that win are building on open foundations, tuning models ...

Oct. 2, 2025

Trust but verify must become the AI security operating model

AI security will not be won with a bigger budget or a new dashboard. It will be won by disciplined engineering, clear governance and a ...

Sep. 26, 2025

AI In Depth, AI Security

Geospatial data is the lever for infrastructure resilience

AI and infrastructure resilience matter when models meet messy reality, not slides. The organisations that win treat data as an operating asset, simplify the pipes ...

Sep. 23, 2025

Intelligence is now constrained by physics and power

Artificial intelligence is no longer constrained primarily by ...

Apr. 21, 2026

AI startups: AI leaving the lab and entering the real world

Artificial intelligence is now being tested in environments ...

Apr. 20, 2026

Cooling dictates the limits of AI infrastructure

Cooling is no longer a supporting system within ...

Apr. 18, 2026

How AI could transform networks from cost centres into economic engines

For decades enterprise and telecom networks have been ...

Apr. 16, 2026

AI is becoming the control layer for quantum computing

The path to practical quantum computing has long been defined by a series of unresolved ...

Apr. 21, 2026

Open architectures emerge as the foundation for AI scale infrastructure

The rapid expansion of artificial intelligence is forcing a reassessment of how data centres are ...

Apr. 21, 2026

The future of AI will be decided by how systems are balanced

The rapid expansion of artificial intelligence is forcing a reassessment of what constitutes performance in ...

Apr. 21, 2026

AI models are becoming more autonomous and harder to constrain

The latest generation of artificial intelligence systems is beginning to shift from responsive tools to ...

Apr. 21, 2026