All insights Insights · AI for leadership teams

You're using AI. But is your business?

Jeff Herbert · September 2026

Your business is probably already using AI; at least, that's how it feels. Your people use ChatGPT or similar tools every day, and the productivity gains are real. But that AI sits with the individual, not the business. When a staff member leaves, the capability walks out with them. The business never owned it, can't audit how it was used, and can't reproduce the result without that person.

There are two fundamentally different kinds of AI activity going on in most businesses right now, and they get confused every day.

Personal AI
  • Belongs to the individual
  • Leaves when they do
  • Can't be audited or reproduced
  • Real productivity, no durable value

Worth encouraging. Not an asset.

Business AI
  • Owned and operated by the organisation
  • Built deliberately, documented to run on
  • Governed, audited, with named accountability
  • Scales beyond any one person

Owned, governed, durable. The strategic investment.

Personal AI is worth encouraging. Business AI is the only kind that becomes a strategic investment: systems the organisation itself owns, operates and is accountable for, with data, access and permissions defined to the business's own risk appetite. If your business uses AI only through your people's personal tools, it is not yet using AI in ways that create lasting value.

Every business will have an AI strategy

The only question is whether it will be a deliberate one, designed by the leadership team for the business's competitive position, or a reactive one, assembled in response to what competitors do first.

A deliberate AI strategy starts from the business, not the technology. It looks at what the business already has, where customers are pulling, where the friction sits, what the competitive landscape rewards, and what the organisation can realistically absorb. Then it ranks the opportunities by what they would cost, what they would return, and how much each would bend the business out of shape. The opportunities usually fall into recognisable shapes: new value from what you've already invested in, internal process automation, customer retention, and overhead reduction.

Where AI shows up: the opportunity radar

The radar is a useful map of where AI can appear across a business, and of where the everyday moves end and the game-changing ones begin. Most businesses find their current AI activity sits on the left, in Process AI: useful, safer, and the smaller prize. The strategic question is whether the right next move is more depth there, or a shift to the right, to Transformational AI that changes what you sell, how you serve, and how easily customers leave.

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Front office Products &services Back office Corecapabilities CX · sales · marketingcustomer service AI-enhancedvalue proposition admin · HR · legalfinance · IT R&D · supply chainoperations External · customer-facing Internal operations Process AI Transformational AI
Process AI automates existing work. Transformational AI changes how the business creates value. Both are useful; only one creates a position competitors find hard to reverse.

Three principles that separate durable advantage from noise

There is no magic

AI amplifies work that humans have properly scoped. The discipline is defining the problem precisely: what success looks like, where the boundaries are, what evidence will validate the answer.

Trust, but verify

AI executes; humans verify. Where AI is in the production loop, human review, audit and accountability boundaries are designed in from day one, never retrofitted after a problem appears.

Clear human accountability

Every AI-touched decision has a named human responsible for the output, an explicit sign-off path and an audit trail. Governance is designed in before the board, the regulator or a customer asks.

Where to start

The right place is rarely the obvious one. It isn't always the function with the loudest pain or the most enthusiastic sponsor. It's the place where AI compounds what you already have, your customers, your operating data, your know-how, your brand, and where the move is hardest for a competitor to copy or reverse.

ADOPTION PRODUCTIONIZATION GOVERNANCE PROCESS AI TRANSFORMATIONAL AI 1Areas of businesswhere AI isadopted 2Internal processautomation 3Customer-facingAI applications 4AI-enhancedproducts &services 5Data &infrastructurefoundations 6Third-party AIintegration &orchestration 7Risk managementdata, compliance,accountability
Three phases, adoption, productionisation and governance, and within them the difference between Process AI and Transformational AI. Finding the right starting point is the first job of an AI strategy.

Faster and cheaper than you'd expect

What used to take a cross-functional team the better part of a year can now be prototyped in weeks and in production in months, with a senior generalist working with AI as the building tool. For a mid-sized business without a development team, and without the appetite to hire one, that is the difference between "AI is something we'll get to eventually" and "AI is something we can act on this quarter."

The point

Lean on AI, but don't delegate to it. Leadership remains accountable for what the business does; AI amplifies what leadership decides. Strategy first; the rest only if and when the strategy says it should.

Find out if your business is really using AI

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