Guide
AI Advisory: Risks and How to Limit Them
What can go wrong with AI consulting, how likely each risk is, and which agreements can prevent it in advance — without dramatization and without glossing over things.
The biggest risk with AI consulting is not the technology, but that no one maintains the system after launch. Incorrect answers can be limited by working exclusively from verified content and escalating when uncertain; dependency is avoided by ensuring access, data, and documentation contractually remain with the client.
01 — Risks
What can go wrong
- The system answers incorrectly. Containable by having it work exclusively from verified content and escalate when uncertain rather than guess. This is a configuration decision, not a property of the technology.
- The effort is underestimated. Most common reason: unclear starting situation. An honest assessment of the current state before the proposal prevents this more reliably than any buffer.
- No one maintains it. The biggest risk of all — and the most easily avoidable.
- Data protection gaps. Almost always arise from missing deletion deadlines and unclear responsibility, rarely from the technology itself.
- Vendor lock-in. Avoidable if access credentials, data, and documentation contractually remain with the client.
02 — Warning signs
When to be skeptical
- Guaranteed results. Anyone promising top Google ranking or a specific revenue increase is selling something they can't deliver.
- No pushback. A provider who thinks every project is a good idea has either not listened or is only selling.
- Time pressure. Limited-time discounts on project prices are a sales tool, not an offer.
- Unclear ownership. Anyone who won't clearly say who owns data and access doesn't have your interests at heart.
- No contact with technical expertise. If only sales sits in the first meeting, that's where misunderstandings arise.
03 — Contract
What needs to be clarified in writing
- Ownership of data and access. They belong to the client. If a provider won't clearly confirm this, that's the most important information from the conversation.
- Handover upon termination. In what format, within what timeframe, at what cost.
- No minimum term without consideration. Lock-in is justifiable if something is delivered in return — otherwise not.
- What a later change costs. The total cost isn't determined by the project price, but by the hourly rate in year three.
- Documentation as a deliverable. Not as a promise, but as a line item in the proposal.
04 — Questions
Frequently asked questions
What funding is available in Austria?
Options include KMU.DIGITAL and aws digitalization funding — current terms at kmudigital.at and aws.at. Both require the application to be approved before awarding the contract — that's why we bring it up early and not at the end.
What does it cost us if nothing comes of it in the end?
Only the agreed price for the workshop and document — there's no success fee and no hidden follow-up obligation. The preliminary conversation is free and is meant to catch exactly these kinds of mismatched inquiries beforehand.
Isn't this just a disguised sales event?
The recommendation regularly includes items you can implement yourselves or with your existing service provider, as well as cases we advise against. The document is yours and works without us too.
Isn't a conversation with management enough?
No, that's the most common reason for a list that doesn't work later. The people who do the processes daily know the exceptions that an outside perspective never sees.
How does this differ from consulting by the Chamber of Commerce?
The Chamber offerings provide a good overview of funding options and basics. We go a step further and look at your specific processes and systems — with effort estimates that we ourselves would have to meet.
Do we also get recommendations for providers other than you?
Yes, where it makes sense. Some use cases are better suited to standard software or a specialized provider — that's stated in the document, not hidden.
Who should be at the workshop?
At least one person from management and two to three who do the affected processes daily. Without the second group, you get a list that doesn't work in practice.
05 — Next
Related pages
- AI consulting — Overview
- AI consulting — Costs
- AI Consulting — Ongoing Operations
- AI consulting — team and buy-in
- AI Advisory — State of 2026
- AI consulting — Provider comparison
- AI consulting — Where to start
- AI consulting — checklist
- AI automation
- Process automation
- AI training
- All guides
AI consulting by region
Next step
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Tell us what's eating up time today. That becomes an assessment with effort and benefit — and only then an offer.