PIPELINEGuide
AI training: what alternatives exist
Not every problem needs AI training. What simpler routes exist, where ready-made standard solutions are enough, and when the right answer is: do nothing at all.
Before AI training comes into question, it's worth looking at simpler routes: a more clearly written page, a different phone rule, a tidied-up process. Ready-made standard solutions cover part of it and hit their limits where your own data and integrations come into play. Doing nothing is also a legitimate answer.
01 — Alternatives
What else is out there
Before AI training comes into question, it's worth looking at simpler routes. Sometimes a clearly written page, a different phone rule, or a tidied-up process solves the same problem without any system at all.
Ready-made standard solutions cover part of the use cases and are quickly available. Their limit lies where your own processes, your own data, or integrations come into play — and in the question of who ultimately owns the data.
The third option is to do nothing. That's a legitimate answer when the process in question happens rarely or when the real bottleneck lies elsewhere. We'll say so if that's the case.
02 — Boundaries
When we advise against it
- The process is still changing. As long as you're adjusting the process itself, manual work is more flexible and cheaper.
- Exceptions outweigh standard cases. Then you're automating exceptions, and that gets expensive.
- There's no data foundation. Without digitally available source data, the basis is missing.
- Volume is too low. With five transactions a month, no system pays off — not even an affordable one.
- The real bottleneck lies elsewhere. If you don't have enough inquiries, you don't need faster processing.
03 — Criteria
How quotes differ
- What exactly is included. Two quotes with the same total can cover completely different deliverables. Ask for scope as a list, not as running text.
- Who delivers what. Content, images, data, access — if it's not specified, it becomes a point of conflict later.
- What operation costs. Calculated over three years, including licenses, hosting, and support.
- What happens if you want to switch. Do you get access, data, and documentation? The answer to this question says more about a provider than any reference.
- Who actually does the work. With small providers this matters: who sits in the meeting, and who then does it.
04 — Questions
Frequently asked questions
Can we do this online as well?
Yes, then usually in two half-days instead of one full day — concentrated screen work over eight hours doesn't work well.
Do our people need prior knowledge?
No. We start from zero and divide the exercises according to prior knowledge. Experience shows that every team has both extremes.
What if individual employees don't want to?
That happens and it's not a disaster. We train everyone equally, but no one is forced to use it — experience shows that changes on its own once colleagues see the benefits.
Is this also useful for executives who don't do much typing themselves?
Yes, for a different reason: They need to be able to assess where these tools make sense in the team and where risks lie — that's independent of whether they work with them daily themselves.
Do you also cover industry-specific applications?
Yes, as far as known in advance. Bring your typical tasks — quote texts, protocols, customer correspondence — and we'll practice on exactly those instead of generic examples.
Do we get materials?
Yes: the slides, a collection of proven prompts for your tasks, and the usage policy as an editable document.
Won't that be outdated after three months?
The tools change, the mindset doesn't. The focus is on when such a system is appropriate and how you verify its output — that remains valid even if the interface looks different.
Next step
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