AI, numbers & presentations

Frequently asked. Clearly answered.

Does everything have to use AI now? How do numbers become decision-ready? And are slides actually allowed to be fun? Here are short answers to everyday business questions – without tool theatre or slide bingo.

AI & automation

The problem first, then the tool

Does everything have to use AI now?

No. AI is a tool, not a corporate strategy. When rules and outcomes are fixed, conventional automation is often cheaper, more reliable and easier to trace. AI is most useful for language, documents, knowledge or changing cases.

Where should we start with AI or automation?

Do not start with a tool. Start with a concrete bottleneck: Where do questions, copy and paste, waiting or errors regularly consume time? Only then choose the right solution. Otherwise, you may merely automate the chaos – just impressively fast.

What if employees are already using their own AI tools?

Assume that initial experiments are already happening. Identify tools and use cases, define which data is allowed and provide a safe, understandable alternative. Bans usually make shadow AI harder to see, not safer.

Can personal data be used in an AI system?

There is no universal answer. A chat window is not a legally exempt filing tray. Purpose, legal basis, provider, contracts, storage locations, access and protection requirements must be reviewed and documented before a pilot. This guidance is not legal advice.

What does a sensible pilot look like?

It solves a clearly defined problem, uses approved data and has fixed responsibilities and review steps. Value, quality, risks and rework are made measurable. A pilot without metrics is otherwise just an experiment with an invoice.

Do we need a major AI strategy first?

Usually not. A clear direction and binding guardrails matter. But a hundred pages of strategy do not replace one well-defined first use case that solves a real problem.

More about AI Clarity →

Numbers & presentations

Turning data into a decision

Do executives like doing the maths themselves?

No. Especially not by hand when absolute numbers are shown even though relative values would matter. Let the computer do the calculations and present properly prepared metrics. The meeting is not a mental arithmetic exam.

Why is a correct dashboard often not enough?

Because it is silent. Correct numbers do not create a decision. Management needs context, development, cause, consequence and a solid recommendation – where it will actually be seen.

How many metrics belong on a management slide?

Usually one to three for the core message. As a rule of thumb, the entire slide should carry no more than seven visual elements. The rest can go into the pre-read or handout.

Are slides allowed to be fun?

Yes. A presentation can be clear, surprising and even entertaining. Humour should support the message rather than distract from it. Nobody needs another slide that looks like a printed ERP system.

Do executives want to smile?

Occasionally, yes. They would rather understand within seconds what happened, why it matters and which decision is needed. If that also produces a smile: even better.

Can AI create our presentation automatically?

AI can prepare drafts, summaries and speaker notes. But it does not automatically supply human charm, humour or trust. Deciding which number matters, how to frame a critical issue and how to turn it into a compelling story remains a human task.

Why does a presentation problem often begin in Excel?

When sources, definitions and responsibilities are unclear, the chaos merely arrives on a slide with nicer formatting. Clarify the data foundation first, then build the story.

More about reporting & data →

Working together

What happens next?

Who benefits from an initial conversation?

Companies and teams with a concrete bottleneck, an unclear AI initiative or reports that take a great deal of work but still fail to produce a clear decision.

What does the initial conversation cost?

The initial conversation is free and without obligation. We classify the bottleneck and identify the next sensible step – with or without further collaboration.

Your question does not unfold here?

Let us answer it in person

In a free initial conversation, we sort out your specific bottleneck and assess whether automation, AI, better reporting or perhaps a much simpler solution makes sense.