Production efficiency
Bottlenecks and lost hours read out of MES the same way in every plant.
Industry · Manufacturing
Rank every plant on the same clock.
AtScale defines each manufacturing metric once, so AI assistants, agents and BI tools give plant managers and headquarters the same number.
When someone asks about uptime, Ava (Ask, Verify, Answer) checks which version they mean. ACE, the AI Computation Engine, then calculates it the same way in every tool. Below are six places manufacturing teams use AtScale, followed by one metric traced from the question to the agent that acts on it.
Use cases
Where plants need to measure the same way.
In each one, two teams can calculate the same metric in two reasonable ways and get two different answers. AtScale settles the definition once, and every person, tool and agent uses it.
Supply chain & inventory
Live inventory across ERP and warehouse systems, with the same measures plant to plant.
Quality control
Quality standardized across plants and product lines, and ready when an auditor asks.
Predictive maintenance
Sensor data joined to ERP, with one equipment-health definition feeding the models.
Aftermarket & warranty
Distributors, dealers and service in one view, with warranty comparable by region.
Chat & agents
Plant managers and agents ask in plain language and get the same numbers the reports show.
Downtime, from question to agent.
Plant 4 has the best uptime because it counts changeovers as running, and you just moved the capex there.
Each plant decided long ago what counts as downtime, and each decision made sense locally. Now headquarters wants one ranking across plants, and that’s the ranking that decides where capital goes.
What people ask, and what they mean.
People type short questions. Before ACE computes anything, Ava works out which metric and which rules each question means.
What a person types | What they meant |
|---|---|
What a person types “Which plant has the best uptime?” | What they meant Availability by plant, changeovers counted as downtime everywhere, on the MES clock. |
What a person types “Which lines lost the most hours?” | What they meant Unplanned downtime hours by line last month, split by cause code. |
What a person types “What did stops cost us?” | What they meant The cost of unplanned downtime across the region this quarter, at each line’s own rate. |
Jobs AI agents run on downtime
When an agent asks, Ava applies the definition the business already confirmed. Fully automated means a low-stakes action the agent takes on its own. Person approves means a person signs off before the action happens.
What the agent is told | What ACE calculates | Who acts |
|---|---|---|
What the agent is told Every shift: “Rank the plants on uptime and post it to the ops channel.” | What ACE calculates Availability by plant, changeovers counted as downtime everywhere, on the MES clock. | Who acts Fully automated. The agent posts the ranking on its own. |
What the agent is told Every night: “Open a maintenance ticket for any line that lost more than four hours.” | What ACE calculates Unplanned downtime hours by line, split by cause code, planned maintenance left out. | Who acts Fully automated. The agent opens the ticket on its own. A ticket is cheap to close. |
What the agent is told Every week: “Move spare parts to the lines where stops cost the most.” | What ACE calculates The cost of unplanned downtime by line, at each line’s own rate. | Who acts Person approves. The agent proposes the transfer. A plant manager approves it before parts move. |
Proof points from this sector
Case StudiesToyota
White Papers & ReportsNine industries. Nine agents.
White Papers & Reports