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    Why is maintenance knowledge usually there, just not where it is needed?

    Tom Mühlnickel · Head of Sales · July 29, 2026 · 4 min read

    One sentence comes up again and again in maintenance: "Give Klaus a call, he's retired, but he knows that machine." That sentence is what led us to hAiner.

    The problem: the knowledge exists, but it cannot be retrieved.

    Talk to maintenance teams and almost everywhere the same pattern shows up. Documentation exists. Maintenance schedules, instructions, fault histories are filed somewhere in the system.

    And still the foreman stands in front of the machine and, at the decisive moment, does not know how to proceed. Not because the knowledge is missing in general, but because it sits in the wrong place. In a system instead of in his hand, as a dry set of instructions. The experiential knowledge a colleague built up over years on this exact machine is out of reach.

    When things get genuinely complicated, someone ends up reaching for the phone again. In the worst case, though, that colleague has already retired or left the company. What then? That is the question that would not let go of us.

    That is where hAiner started. How can one person's experiential knowledge be preserved once that person is no longer available? Why is the documentation so far away from the place where it is actually needed, right at the machine, in the middle of a fault, under time pressure?

    This gap between "the knowledge exists"

    The gap shows most clearly at the moment of handover. What that feels like when one shift hands over to the next is in knowledge loss at shift handover.

    and "the knowledge is available at the moment of decision" is what costs many maintenance teams time, patience and money every single day.

    hAiner is the answer.

    hAiner closes exactly this gap. The knowledge of the entire maintenance department, every instruction, every trick, every piece of experience from the team, is available at any time. In the knowledge network, on the PC, the tablet, or simply the phone in your pocket. For everyone, whether head of maintenance, supervisor, foreman or fitter, always ready.

    hAiner brings together not just conventional documentation but also the experiential knowledge of colleagues who have known a machine for years. That is precisely the difference between instructions you have to read and knowledge you simply need at the right moment.

    How does hAiner get the knowledge out of people's heads?

    The real challenge here is not the technology but the knowledge itself: experiential knowledge sits in employees' heads and is rarely written down cleanly there. Nobody voluntarily documents "what you just do" when the pump plays up again; you know it from experience.

    hAiner approaches employees actively instead of waiting for someone to write knowledge down of their own accord. Through structured questions, hAiner draws out the experiential knowledge that otherwise exists only in individual colleagues' heads. How do you typically spot the problem first? Which causes are likely, which are rather unlikely? Which move has proven itself in practice, even though it appears in no official manual?

    Step by step, those answers build a knowledge network that describes not just the target state but the lived practice of the most experienced people in the team, linking every individual piece of knowledge to the others. The big advantage: employees do not have to write or type anything. They can simply speak their knowledge, the way they would explain it to a colleague. Scattered, tacit knowledge becomes a structured "company brain" available to everyone, without anyone having to compose or study long documents.

    What that means in practice

    • No more unnecessary trips, because the solution can be retrieved at any time.
    • A neutral, competent point of contact that every employee carries with them.
    • Experiential knowledge that stays in the team, regardless of who eventually leaves the company.
    • A maintenance operation that runs noticeably more efficiently and at lower cost.

    More than just a tool

    hAiner is more than just a tool. It is the colleague, the companion, the adviser who is always reachable and happy to share what they know.

    If you want to know which experiential knowledge in your maintenance operation hangs on individual people, the knowledge-loss check shows you in a few minutes. More on the subject on our overview page securing experiential knowledge.

    Frequently asked questions

    Does hAiner replace our existing maintenance documentation?
    No. hAiner reads in the existing knowledge sources: maintenance schedules, instructions, fault histories and file stores. The documentation stays as it is, it simply becomes retrievable where the work happens. It is supplemented by the experiential knowledge that has so far existed only in individual colleagues' heads.
    How does an employee know whether an answer is correct?
    Every answer comes with a source reference. Users can see what the information is based on and check it themselves if in doubt. That matters particularly when a machine has to be maintained according to specification.
    What do the experienced colleagues have to do?
    Answer questions, nothing more. hAiner asks structured questions about a machine or a fault pattern, and colleagues answer the way they would explain it to a new team member. Nobody has to write or type: the knowledge can simply be spoken.
    What happens when two colleagues give different answers?
    The contradiction is made visible rather than resolved silently. hAiner shows where statements in the knowledge base conflict or where something is missing. Which version applies is decided by the team, not by the software.

    Sound like your situation?

    Let's talk for 30 minutes about your concrete case. No obligation, no pitch deck.