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Meridian Metalworks x Leela — Machine Down Response Time demo
Meridian MetalworksMetal Cutting AreaPowered by Leela
Machine · CNC-04
Live Monitoring — CNC-04
RUNNING
Cycle time4.6 s
Operators on floor0
Shift2nd shift
TIME SINCE STOP
0:00
DOperator detected
MOperator detected
1Machine running normally

Meridian Metalworks

Metal Cutting Area · Response Time Dashboard

 Area Metal Cutting Area
📅 Aug 1–7, 2026  (7 days)
Time Interval 7 day
Machine Down Response
Average Machine Down Response Time
18 min avg
▲ 20% vs last week
Time from stop to first operator on scene · 15 min last week
Number of Operators
6
No change vs last week
Same crew size as last week
Operator Hours
312 hr
▼ 1.0% vs last week
6 operators · ~52 hr avg each
Downtime Events
22
▲ 38% vs last week
16 events last week
Machine Down Time
14.5 hr
▲ 35% vs last week
Total unplanned stoppage time
Slowest Shift for Response
27 min avg
3rd shift
Only 1 operator on duty overnight
2Weekly performance dashboard
New chat
Today
Metal Cutting Area — response time review
This week
Metal Cutting Area weekly production report
Safety incident review — Aug 5
Earlier
Operator scheduling questions
Shift changeover cycle time

Our average machine-down response time is up 20% this week. What's driving it, and what should we do?

Thought for 11s↑ 5,340 ↓ 690
  1. 1. Pull average response time and downtime events for the Metal Cutting Area, last 4 weeks.
  2. 2. Break response time down by shift and correlate with operators scheduled per shift.
  3. 3. Estimate the response-time impact of adding one operator to the understaffed shift.
Checked response time by shift
Why: response time can vary a lot by shift depending on headcount and coverage.
Modeled response-time impact of +1 operator
Why: estimate the effect of adding headcount to the slowest shift.

Why response time is up, and what would fix it

Response time rose across every shift this week, but it is worst on 3rd shift, where only 1 operator is on duty to cover the whole Metal Cutting Area. When the machine stops overnight, there's often no one nearby to notice and respond right away.

ShiftOperators on dutyAvg response time
1st (6am–2pm)39 min
2nd (2pm–10pm)215 min
3rd (10pm–6am)127 min

Average response time by shift

Metal Cutting Area · week of Aug 1–7

0 10 20 min 9 min 1st shift 3 operators 15 min 2nd shift 2 operators 27 min 3rd shift 1 operator

Adding headcount elsewhere wouldn't move the average much — 1st and 2nd shift are already reasonably covered. The lever that matters most is 3rd shift, which is both the slowest to respond and the least staffed.

Leela recommends

🧑‍🔧 Add 1 operator to 3rd shift

Bringing 3rd-shift headcount from 1 to 2 operators is projected to cut that shift's average response time from 27 min to about 12–14 min, pulling the site-wide average back down toward last week's 15 min.

3Ask Leela: why is response time up?
1 · Action detection 2 · Dashboard 3 · Ask Leela
0:00 / 0:00

Machine Downtime Response and repair time are measured 

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