Enterprise AI – Insights

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Vertex Agility

May 6, 2026

You’re Budgeting for Infinite AI Compute. The Grid Has Other Plans.

AI data centres are projected to consume more energy than Germany and France combined by 2030, yet most enterprise AI strategies are still built on the assumption that compute is cheap and limitless. This article examines the energy and infrastructure constraints that are closing the brute-force compute era, and sets out the practical architecture shifts – task decomposition, context discipline, evaluation-driven model selection – that organisations need to make now.

Apr 29, 2026

The Stack You Built for Your Analysts Won’t Work for Your Agents

While nearly two-thirds of enterprises have experimented with AI agents, fewer than 10% have successfully scaled them, with 80% citing data limitations as the core obstacle. This article explores why the modern pipeline-centric data stack, designed for human analysts, struggles with autonomous AI systems, and examines the critical shift toward semantic metadata, upstream quality enforcement, and machine-readable context.

Mar 12, 2026

AI Doesn’t Transform Organisations By Itself. People and Platforms Do.

Many organisations struggle to convert AI experiments into measurable outcomes. Discover why AI transformation is a delivery challenge that requires modern engineering platforms, integrated teams, and a shift from isolated projects to decision platforms.

Dec 17, 2025

Agentic AI After the Hype – What Actually Drives Business Value

An in-depth look at why many agentic AI initiatives struggle, when AI agents add real value, and how organisations can design workflows where humans and agents work effectively together.

Dec 12, 2025

Fix Your Data Before You Expect AI to Deliver Results

An in-depth explanation of why AI initiatives fail without strong data foundations and how Vertex Agility helps organisations modernise systems, improve data quality and successfully leverage AI.

Aug 29, 2025

Why AI is More Than Just a Buzzword – The Practical Case for Language Models and Automation

AI is not just hype. This article explains why language models and automation provide tangible business value, addresses common objections, and outlines a pragmatic adoption path.

// Insights Latest fromVertex Agility