CHAPTER 04 · TEAM VIEW
One System, a View Built for Each Role
What each role sees on day one. Same sensor data, a different lens for each. Click a role to switch.
WHAT EACH ROLE SEES ON DAY ONE
WHAT AGENTS HANDLED FOR YOU TODAY
DATA VIEW3
Briefings generated
7
Checks accepted
5
Sensor flags reviewed
2
Cross-shift notes carried forward
The briefing used to mean scrolling the historian by hand. Now it opens with the numbers already there.
3 items need your judgment
Extruder Motor A bearing-drift pattern matches a known failure mode
Check ready to accept or send back
Filler Pump 2 acoustic read at 71% confidence
Manual listen requested before it's logged
Changeover sequencing suggestion for the 2:15 PM run
Awaiting supervisor approval
WHAT AGENTS HANDLED FOR YOU TODAY
DATA VIEW3
Briefings reviewed
1
Escalations handled
7
Checks sent to the floor
~8 min
Briefing prep time
You used to spend 40 minutes scanning the historian by hand. Now it's an 8-minute review of what the system already found.
2 items need your sign-off
Operator override on Q-118's motor check needs your call
Operator flagged the pattern as already addressed — confirm or escalate
Tomorrow's briefing agenda ready for review
2 new checks queued, cites this week's sensor trend
WHAT AGENTS HANDLED FOR YOU TODAY
DATA VIEW3 / 3
Lines reporting
~14
Downtime hours avoided this week
4
Ambassadors active
86%
Check acceptance
The weekly ops review used to start with 'what broke this week.' Now it starts with what was caught before it broke.
1 item needs your approval
Wave 2 scoping ready — batch-quality & energy optimization
Budget and timeline for sign-off before kickoff
THE FULL REPORT
A Full Day's Report
We feed the agent your company's own goals and priorities — not just floor data — so the report reads like it was written by someone who knows what leadership cares about this quarter.
Plant-Floor Sensor Briefing
Line 1–3 · Shift 2, Wednesday · Auto-generated 5:40 AM · Reviewed by Shift Supervisor 5:52 AM
Headline Metrics
The same core metrics on every report, every day.
OEE
79%
Target 84%
+3 pts vs. last week
Unplanned Downtime
1.8 hrs
Target < 1.5 hrs/wk
-0.6 hrs vs. last week
Energy Cost / Unit
$0.041
Target < $0.045
On target
First-Pass Quality
97.4%
Target 97.0%
+0.4 pts
Executive Summary
All three lines reported on time. Extruder Motor A's bearing-drift pattern and a low-confidence pump read are the two items that need a decision before shift change — everything else is inside normal range. Nothing here needs an escalation before the 6:00 AM briefing.
3 / 3
Lines reporting
3
Open items
0
Escalations
Normal
Energy signal
Aligned to Your Strategic Priorities
Cut unplanned downtime — the plant's #1 cost lever this year
Every item below is ranked by downtime risk, not just sensor noise.
Get ahead of retiring maintenance knowledge before it walks out the door
Today's Extruder Motor A note gets written back into the shared knowledge base, not just one tech's memory.
Make energy and quality costs visible before they show up in the P&L
Every accepted check is logged against a metric, so a save can be traced to a cause instead of a guess.
Floor Strategy
Every issue, broken the same way every time — what happened, why, and what to do about it.
Extruder Motor A — Bearing Drift
SIGNAL
Vibration signature shows a bearing-frequency drift pattern, first flagged 18 hours ago.
INSIGHT
Matches a documented early-stage bearing failure from the historian's 18-month archive — not sensor noise.
ASK
Schedule the bearing swap this shift, before it becomes an unplanned stoppage.
Source: Line 3 vibration log, trailing 18 hours
Filler Pump 2 — Cavitation Signature
SIGNAL
Acoustic read shows a cavitation-class signature at 71% confidence, below the 85% auto-log threshold.
INSIGHT
Low-confidence reads are exactly the case the threshold exists for — auto-logging this one risks a missed early warning.
ASK
Route to maintenance for a 5-minute manual listen before the next run.
Source: Filler Pump 2 acoustic log, this shift
Line 2 — Changeover Energy Spike
SIGNAL
Last night's changeover ran 22 minutes long, pulling energy cost per unit 6% above the shift average.
INSIGHT
Matches a sequencing pattern seen twice this month — not equipment fault, a scheduling gap.
ASK
Flag for the Wave 2 changeover-sequencing pilot once it's live.
Source: Line 2 energy meter + changeover log
Line 1 — First-Pass Quality
SIGNAL
First-pass quality on Line 1 held at 98.1% for the sixth straight shift.
INSIGHT
Holding above target with no intervention needed — worth naming as the benchmark for the other two lines.
ASK
Share Line 1's changeover sequence as the reference standard at the next shift huddle.
Source: Line 1 quality log, trailing 6 shifts
Everything monitored, at a glance
Line 1
First-pass quality · 98.1%
Line 2
Changeover energy · +6% vs. avg
Line 3
Extruder bearing drift · ~9 days remaining
Utilities
Plant energy draw · $0.041/unit
Front-Office Signals
The report doesn't stop at the floor — same daily cadence, further up the business.
Raw-material yield
+0.8% vs. standard
Inside normal range.
Energy contract utilization
91% of committed block
Slightly below target — flagged for procurement, not urgent.
Finished-goods inventory
$2.1M
Trending flat week over week.
How This Compares
| Metric | This operation | Peer benchmark | Source |
|---|---|---|---|
| OEE | 79% | 76% | Food & beverage sector benchmark cohort |
| Unplanned downtime / week | 1.8 hrs | 2.6 hrs | BLS food manufacturing sector median |
Recommended Actions Today
Every line above cites its source — a specific sensor trace, log, or benchmark table, not a summary of a summary. If we can't show where a number came from, we consider that a bug.
UP NEXT · RUN & IMPROVE