When do you really need an AI strategist?
Half the time, the answer is: you don't. Four situations where outside help pays off, and four where you're better off doing it yourself.
Strategy
Which option fits your AI question best? A comparison on seniority, flexibility, focus, cost and delivery power.
AT A GLANCE
AI in Europe
European brands already running AI in production.
Not my clients. Examples of what happens once AI moves past the pilot stage.
Sweden
AI customer service assistant
Germany
Fashion assistant for product advice
Investment firm
AI strategy and use-case portfolio
Netherlands
AI Trip Planner for travel planning
Germany
Industrial Copilot for engineering
Enterprise retailer
AI-driven vendor selection
Sweden
AI DJ and personalized playlists
Germany
Generative voice assistant in the car
International manufacturer
AI roadmap and leadership
Netherlands
Generative chatbot for customer queries
France
Beauty Genius: personalized advice
Financial services firm
KYC accelerated with AI document analysis
Germany
Joule: copilot in business software
France
Hopla: grocery shopping assistant
SaaS scale-up
AI readiness assessment
Netherlands
AI-driven payment optimization
Netherlands
AI in medical imaging
Professional services firm
Internal AI assistant for knowledge workers
An independent AI consultant fits focused, decision-driven questions, such as a strategy sprint, a vendor selection or a second opinion on a business case, where one senior adviser works quickly and flexibly. An agency fits once it's clear what needs to be built and specialist delivery capacity is required, and a Big 4 firm fits large transformations and projects where compliance leads. None of these options wins on every count: the choice depends on the goal, the urgency and the governance required.
An independent AI consultant loses out once volume is needed, such as an implementation with eight developers or a programme that runs for two years. On projects sensitive to a single point of failure, a one-person practice is also a real risk, a problem an agency or Big 4 firm doesn't have.
Rarely: in practice, a clean choice between an independent AI consultant, an agency and a Big 4 firm is rarely how it plays out. The setup that works best most often is an independent senior handling the strategy and the selection, with an agency or systems integrator doing the build, and the adviser on the client's side of the table while it's built. The adviser then has no stake in the implementation's scope growing.
The four questions about fees or partner status, an in-house implementation practice, the split between implementation and advisory revenue, and whether the consultant writing the advice is rewarded on follow-on work are meant for every party, regardless of size, including an independent AI consultant. A party that names an interest and explains how it accounts for it is more trustworthy than one that claims to be fully independent without backing that up.
Source: article by Dave Willemstein. Updated: .
AI projects differ sharply in purpose, complexity and context. The choice between an independent consultant, an agency or a Big 4 firm has a direct impact on speed, agility, cost and outcome. No single option wins on every measure, and anyone who claims otherwise is selling you something.
I'm the independent consultant in this line-up myself. That doesn't make me objective, so read this piece with that in mind. What I can do is be honest about the cases where you're better off not calling me. They're all in here.
You work directly with a senior expert who adapts quickly and does only what's genuinely needed. You get one opinion, not a negotiated position.
You bring in specialist capacity and build methodically. Ideal for bespoke work and scalable delivery, especially if you don't have your own engineering team.
You choose assurance, governance and worldwide coverage. Suited to large transformations, mergers and projects where compliance leads.
On focused, decision-driven questions. A strategy sprint, a vendor selection, a second opinion on a business case, a fractional leadership role. Work where one experienced head is worth more than ten pairs of hands. The lead time is shorter because there's no internal alignment needed between consultants, and the senior you spoke to at the introductory call is the same person who does the work.
As soon as volume is needed. An implementation with eight developers, a migration across fifteen countries, a programme that runs for two years: I can't deliver that, and shouldn't try to. On projects sensitive to a single point of failure, a one-person practice is also a real risk: if I'm out for three months, you have a problem. An agency or Big 4 firm doesn't have that problem.
Agencies sometimes get accused of mainly wanting to build. That's fair: it's their business model. But if you already know what you want to build, that's exactly what you need. A good agency brings engineering discipline, reusable components, and a team that has taken this type of system into production more than once. Don't underestimate how much that's worth.
The criticism of large consultancies is well known: expensive, lots of junior staff, thick reports. That happens. But on projects where the board carries liability, where regulators are watching, or where a decision has to clear an audit committee, you're buying something an independent consultant can't deliver: institutional cover and a methodology that's audit-proof. That's not overhead, that's the product.
Start small, learn fast and scale with focus. That's how you make AI workable and valuable.
With AI, this goes further than with ordinary advisory work, because many advisers are also implementation partners for specific platforms. That isn't automatically wrong. A firm that builds a platform every day knows more about it than someone assessing it from a distance. But you need to know whether that's the case.
Ask every party these four questions, regardless of size:
Honest answers to these questions matter more than the answer itself. A firm that says "we're an implementation partner for three platforms, and here's how we account for that" is more trustworthy than one that claims to be "fully independent" without backing it up.
Answer these questions and you'll know faster which option fits best:
In practice, I rarely see a clean choice. The setup that works out best most often: an independent senior handles the strategy and the selection, and an agency or systems integrator does the build, with the adviser on the client's side of the table during the build. The adviser then has no stake in the implementation's scope growing, which removes exactly the tension that otherwise shows up around month four.
It costs you a bit more in advisory hours. It usually saves you a multiple of that in extra work.
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