Manufacturing performance
From signal to decision.
I help factories connect machines and turn the signals they already produce into actions that cut downtime and protect margin.
What has to happen to one signal, in order
Open to connecting
Five stations on one line
That journey has five stations. This is the line, and what I have at each stop. Follow the rail: it changes state at every stop, the same way the signal does in your plant.
Signal state · No signal
Connect
The machine can finally talk
The signal has to exist before anyone can act on it.
Most plants are not short of data. They are short of a machine that emits anything at all. Until the line can speak, every dashboard downstream is a guess.
The line emits nothing. Everything below this is theory.
On request
Connectivity Ready Assessment
I come to your plant, walk the lines with your team, and leave you a written plan for connecting your machines: what each one can already emit, what it needs, and the order to do it in.
Most plants find out what connecting actually costs halfway through the project. This is the part that should happen first.
Signal state · Signal visible
See
You see what it says, in real time
You can't fix a problem you can't see.
A signal nobody watches while the shift is running is a signal that arrives at the post mortem. Seeing it live is what turns a report into a decision.
The line emits, and somebody sees it while the shift runs.
Signal state · Signal read
Read
You read it right, with no average that lies
Stop reading the score after the game is over.
A stable 73% OEE can hide a rollercoaster week. Granularity reveals the truth. Aggregation protects the narrative.
It is read correctly, with no average covering for it.
Downtime Calculator
Classify one machine, then put a real number on what its downtime costs, per minute and per year. Two minutes, and your numbers stay private.
Production Dashboard Review Prompt
A ready to use AI prompt that reads your plant dashboard and surfaces the KPIs that matter, for people who do not have time to dig.
This is the station where the money is
Signal state · Signal acted on
Act
The signal triggers a decision on the floor
Tools built for reporting create observers. Systems built for action create performance.
This is the station where the money is. Everything before it is preparation. A signal that reaches a screen and stops there has cost you the effort and returned nothing.
The signal triggers a decision, and the decision has an owner.

Digital Andon
One button press triggers an automated escalation chain, from operator to supervisor to manager. No missed alerts, no manual follow up.

SMED Insights
Digital changeover tracking that cuts setup time and surfaces exactly where the minutes are going. Structured, repeatable, improving every run.
Signal state · Routine holds
Sustain
The routine changes, so the gain holds
Technology has zero ROI if the shopfloor refuses to use it.
Systems do not die because the technology fails. They die because the routine around them never changed. This is the station everyone skips.
The routine changed, so the gain is still there next quarter.
Where to start
Start at the station you are actually stuck on.
Most people arrive thinking they have a data problem, and leave realising they have an action problem. If you are not sure which stop you are on, that is worth twenty minutes of my time and none of your budget.
