AI & Machine Learning

Breaking down AI silos with organisation-wide capability

Open up AI bottlenecks with flexible, vendor-agnostic AI training and build effective, practical AI skills across all teams.

What happens when you have a few AI experts sitting in the corners of your business? Bottlenecks. Powerful tools, with the capacity to amplify efficiency a hundred-fold, become hamstrung by that age-old human problem: time.

What’s more, those few experts may be masters of using AI to augment their specific role, or even team function... but without transferring those skills to the diversity of roles within your business, it ends there.

AI adoption often starts with a spark – an enthusiastic data team, a pilot project in IT, or a productivity boost in marketing. But without a strategy to scale, that spark can fizzle out before it catches the rest of the business.

The problem? AI knowledge is too often concentrated in isolated teams, creating a fragile foundation for growth.

If your organisation is serious about AI, it’s time to move beyond pockets of expertise. True AI readiness means building capability across every function – from legal and compliance to operations and procurement. The rewards are shared and amplified knowledge, AI user skills, and a holistic view of security and governance implications – helping you to avert any issues before they come down the track.

Why early AI efforts cluster in one team

It’s natural that this happens. AI is technical, complex, and often championed by those closest to the tools. But when only one team understands how AI works, other functions start to represent risks, or roadblocks.
Legal might block innovation out of caution. Marketing might deploy tools without oversight. Finance might struggle to assess ROI. And leadership might lack the confidence to scale.

80% of enterprise AI failures stem from poor cross-functional coordination; not technical gaps. This highlights a critical truth many have yet to embrace: AI success is about people, not just platforms. Investing in the right tool may be a start, but it’s not the whole solution. The latter only comes when your workforce understand how to use it and maximise value.

How off-the-shelf training fuels silos

Sounds like you need AI skills, right? The first step that often comes to mind: turning to off-the-shelf or vendor-specific training to upskill your teams. Ticking the box, so to speak.

Now, while this kind of targeted, ready-to-deploy training can be valuable for tool-specific knowledge applied to a certain role, they often fall short in building enterprise-wide capability.

Here’s why:

  • They’re not tailored to different roles or maturity levels
  • They focus on features, not governance or strategy
  • They reinforce technical silos by excluding non-technical teams

The result? Fragmented understanding, inconsistent practices, and a lack of shared language around AI use, risk, and responsibility.

AI adoption works best when everyone across the business begins to benefit together. A shared journey of mutual growth and reciprocal support = accelerated success.

The case for vendor-agnostic, role-based training

To break down silos, organisations need training that flexes to their structure, tech stack, and is oriented to their strategic goals, by design. QA’s AI learning pathways are designed to do just that.

They’re:

  • Vendor-agnostic – focused on principles, not products
  • Role-specific – tailored to the needs of legal, compliance, finance, operations, and more
  • Mapped to global standards and legislation – including ISO, NIST, and the EU AI Act
  • Delivered through expert-led labs, simulations, and self-paced content

Our tailored approach builds shared understanding, boosts engagement, and enables every team to contribute confidently to AI adoption.

AI readiness requires collective capability

AI isn’t just a tool – it’s a transformation. And like any transformation, it demands buy-in, alignment, and shared accountability.

When every team understands how AI works, what it risks, and how to govern it, organisations become more resilient, more innovative, and preserve trust.

So ask yourself: is your AI strategy empowering the whole organisation – or just one team? If it’s the latter, you’re cutting the ROI of your AI investment down to a fraction...

AI silos are holding businesses back. But with the right training strategy, you can expand isolated expertise into organisation-wide capability.


Want to learn how to build AI capability across every function?

Explore QA’s tailored learning pathways and download our whitepaper to get started.