Ask Clear Questions About Shifts and Capacity
The AI Production Assistant is built around the questions production teams ask every day — especially when capacity doesn’t look the way it should.
What changed on second shift yesterday?
Where did we lose the most capacity this week?
Which machines limited throughput on first shift?
Why did utilization drop on night shift?
Answers are grounded in actual uptime, downtime, and utilization — not estimates, or standards.
Why This Changes Production Conversations
When production performance slips, the hardest part isn’t collecting data — it’s aligning on what actually changed and where to focus.
Without clear answers:
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Meetings turn into opinions
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Teams debate symptoms instead of causes
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Capacity improvements stall
The AI Production Assistant changes that by giving everyone the same, data-grounded answers — fast.
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Less debating the numbers
Teams start from the same facts. -
Faster focus on real constraints
Attention goes where capacity is actually being lost. -
Better shift-to-shift alignment
Issues are understood, not re-discovered. -
More productive improvement work
CI efforts start with clarity, not guesswork.


