AI & humans

AI helps. Decisions are made by people.

The AI works on the company's own data — read-only, with sources, no black box. It speeds things up and takes load off. But it replaces no judgement, no hand at the machine and no responsibility.

read-onlywith sourcesno black boxself-hosted
§ Two forces, one loop

Speed & legwork

What the AI takes on

Finds in seconds across all systems — products, machines, orders, handbook.
Summarises and answers in full sentences — only from the company's own data, with sources.
Spots patterns and drift earlier than the eye — e.g. a slow dimensional deviation.
Takes the routine off your plate: maintaining spreadsheets, searching, retyping, drafting suggestions.
Suggests — order quantities, similar past cases, the next sensible step.

Judgement & responsibility

What still needs humans

Decides and owns it — the AI suggests, a human signs off.
Judges the edge case, with context no database holds.
Gets hands-on: sets up the machine, fixes the fault, checks the part by hand.
Holds the customer relationship — trust grows between people, not from a model.
Carries responsibility, liability and the why — sets priorities and limits.

The AI prepares. The human decides.

1AI prepares
2AI suggests
3Human reviews & judges
4Human decides

No step without human sign-off.

§ An example · slow dimensional drift

01 · AI detects

A slow dimensional drift across batches — earlier than the eye.

02 · AI suggests

Re-adjust, with evidence from the measurements — read-only, no action.

03 · Human judges

In context: material batch, tool state, customer tolerance — what the DB doesn't know.

04 · Human decides & signs

Applies the correction and owns it. No step without sign-off.

§ The guardrails

Read-only

The AI reads, it changes nothing on its own.

With sources

Every answer with evidence — verifiable.

No black box

Traceable why something is suggested.

Self-hosted

Model and data in your own house.

No corporation reading along

No prompts into foreign clouds.

Data and model choice stay in your own house. No corporation reading along.

Try the AI live → With what (the stack) ↗