PIPELINEGuide
AI knowledge base for small businesses and sole proprietorships
Most examples come from companies with their own IT departments. What can be transferred to a business with three to fifteen people — and what cannot.
For businesses with three to fifteen people, an AI knowledge base is often more effective than for large companies, because the same person holds multiple roles. But the design must be different: small scope, few moving parts, maintenance without specialist knowledge — not a solution designed for growth to fifty employees.
01 — Business size
What this means for small businesses
Most examples online come from companies with their own IT departments. In a business with three to fifteen people, different rules apply: there's no one to maintain a system on the side, and every hour spent on implementation is taken directly from day-to-day operations.
This doesn't mean that an AI knowledge base is unsuitable for small businesses — on the contrary, the impact is often greater there because the same person holds multiple roles. It does mean that the design must be different: small scope, few moving parts, maintenance without specialist knowledge.
A sole proprietorship doesn't need a solution designed for growth to fifty employees. Anyone who buys something like that pays for complexity that will never be used.
02 — Fit
When it's worth it
- The process in question occurs at least weekly.
- It follows rules you can write down — even if there are exceptions.
- Today it's manual work that no one enjoys doing.
- There's one person who decides, not three who need to coordinate.
- You can name what would tell you it worked.
03 — Calculation
How to calculate it
Four numbers are enough: How often does the process occur? How long does it take? What does an hour cost internally? And what does the solution cost — one-time plus operation over three years?
An example: A process that occurs twice a week and takes 40 minutes each time ties up around 69 hours per year. At an internal hourly rate of 45 euros, that's roughly 3,100 euros per year locked in there. If a solution reduces this effort by two-thirds, it often pays for itself — depending on the actual quote — within one to two years. We'll give you the exact figure for your case after the initial meeting.
This calculation is deliberately conservative: it only accounts for the time saved, not the errors avoided or the orders that come through due to faster response. In practice, the benefit is usually higher — but you shouldn't count on it before you've measured it.
04 — Questions
Frequently asked questions
Can we roll this out to more departments step by step?
Yes, that's the usual approach. Start with one department, learn from their questions and results, then connect the next one — rather than releasing everything at once.
What is RAG?
The abbreviation stands for retrieval-augmented generation. Instead of having the language model answer from memory, your documents are searched first, and only the passages found are used to generate the answer. That's why the answer has a source.
How do we detect outdated answers?
Through date references and marking of documents flagged as obsolete. Analytics also show which sources are used most often — those you maintain first.
Our documents are a mess. Will it still work?
To a certain extent, yes — the system handles different formats and structures. What it cannot do is resolve conflicting information. If three versions of a price list are in circulation, you need to clarify which one applies first.
What if we have multiple languages in our document base?
No problem — the search understands questions and documents regardless of language and finds the right answer even when the question and source are written in different languages.
Does this have to run in the cloud?
No. For sensitive areas, we use models that run entirely on your own hardware. That costs more to set up and slightly reduces answer quality, but no document leaves the building.
Will everyone see everything?
No. The permissions from your existing systems are carried over. If someone isn't allowed to open a folder today, they won't get answers from it either.
05 — Decision
How to move forward
The most affordable next step is a conversation, not a quote. Twenty minutes is usually enough to clarify whether a project makes sense, what scope it involves, and whether we're the right fit.
If we're not, we'll say so. An honest no costs less than a project you abandon after three months — for both sides.
06 — Next
Related pages
Next step
Send us a few sentences about your project.
We read every inquiry ourselves and respond personally. No sales team, no callback form into the void.