CHAPTER 04 · TEAM VIEW
One System, a View Built for Each Role
What each role sees on day one. Same shift 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 VIEW4
Shift reports generated
9
Coaching asks accepted
6
Document callouts flagged
3
Cross-shift notes carried forward
The huddle used to be rebuilt from memory every morning. Now it opens with the numbers already there.
3 items need your judgment
Recurring cell fault matches a lubrication-class issue seen before
Coaching ask ready to accept or send back
Scan confidence 68% on an inspection callout
Reviewer sign-off required before it's logged
Cell-balance suggestion: shift a job to reduce a cycle-time gap
Awaiting floor-lead approval
WHAT AGENTS HANDLED FOR YOU TODAY
DATA VIEW4
Reports reviewed
2
Escalations handled
9
Coaching asks sent to floor
~10 min
Huddle prep time
You used to spend 45 minutes rebuilding the huddle by hand. Now it's a 10-minute review of what the system already found.
2 items need your sign-off
Operator override on Q-041's coaching ask needs your call
Operator flagged the suggestion as already tried — confirm or escalate
Tomorrow's huddle agenda ready for review
3 new asks queued, cites this week's cell-balance data
WHAT AGENTS HANDLED FOR YOU TODAY
DATA VIEW2 / 2
Facilities reporting
~340
Hours returned this week
6
Ambassadors active
89%
Coaching-ask acceptance
The weekly ops review used to start with 'does anyone know why.' Now it starts with the numbers, and a cause.
1 item needs your approval
Wave 2 scoping ready — cell-balance & scheduling
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.
Daily Huddle & Gemba Report
Plant 1 — Machining · Shift 2, Tuesday · Auto-generated 5:52 AM · Reviewed by Floor Lead 6:04 AM
Headline Metrics
The same core metrics on every report, every day.
OEE
81%
Target 85%
+2 pts vs. last week
Downtime
2.4 hrs
Target < 2.0 hrs/wk
+0.3 hrs — Cell 13 driven
Scrap Rate
0.6%
Target < 0.8%
On target
FPY
98.1%
Target 97.5%
+0.3 pts
Executive Summary
All four monitored cells reported on time. Cell 13's downtime trend and a soft GD&T scan are the two items that need a decision before shift change — everything else is inside normal range, including the front-office signals below. Nothing here needs an escalation before the 7:00 AM huddle.
4 / 4
Cells reporting
3
Open items
0
Escalations
Normal
Front-office signals
Aligned to Your Strategic Priorities
Protect gross margin — the site's #1 goal this year
Every item below is ranked by margin impact, not just downtime minutes.
Capture tribal knowledge before it retires with the floor's veterans
Today's Cell 7 note gets written back into the shared knowledge base, not just one operator's memory.
Make the productivity jump repeatable, not a mystery
Every accepted ask is logged against a metric, so an improvement 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.
Cell 7 — Tool Life
SIGNAL
3 consecutive early tool replacements overnight, 11:00 PM–5:30 AM.
INSIGHT
Matches a lubrication-class pattern from 14 months of Cell 7 history — not tool wear. Same root cause as March 2024.
ASK
Confirm the lubrication fix with the operator on shift before first shift change.
Source: Cell 7 vibration + tool-change log
Cell 9 — Fixture Alignment
SIGNAL
One operator's cycle time on the GD&T-critical bore is running 4% above standard.
INSIGHT
Matches a fixture-alignment issue documented twice before — a setup pattern, not a skill gap.
ASK
Attach the fixture-check coaching note for the floor lead's next check-in, before FPY drifts.
Source: Cell 9 cycle-time vs. standard, last 10 shifts
Cell 13 — Chip Evacuation
SIGNAL
Downtime climbing three days straight: +9, +14, +22 minutes.
INSIGHT
Three days out from the threshold where this stops being a note and becomes a line stoppage.
ASK
Sign off WO-2291 today — the fix is cheap now, expensive after it compounds.
Source: Cell 13 downtime log, trailing 3 days
Inspection Callout — Part XZ-450B
SIGNAL
Positional-tolerance extraction confidence at 68%, below the 85% auto-log threshold.
INSIGHT
Low-confidence extractions are exactly the case the threshold exists for — auto-logging this one risks a mis-recorded tolerance downstream.
ASK
Route to Quality for a 2-minute manual check before the part ships.
Source: GD&T extraction, page 1 of inspection report
Everything monitored, at a glance
Cell 4
5-axis setup · 38 min setup
Cell 7
Tool life · 3 early changes
Cell 9
Ti-medical FPY · 98.1%
Cell 13
Chip evacuation · +22 min, day 3
Front-Office Signals
The report doesn't stop at the floor — same daily cadence, further up the business.
Bar-stock PPV
+1.2% vs. standard
Inside normal range.
Insert consignment level
6.4 days on hand
Slightly below the 7-day target — flagged for procurement, not urgent.
WIP / working capital
$1.84M
Trending flat week over week.
How This Compares
| Metric | This operation | Peer benchmark | Source |
|---|---|---|---|
| First-pass yield (Ti-medical) | 98.1% | 96.8% | NIST MEP precision-machining cohort |
| Unplanned downtime / week | 2.4 hrs | 3.1 hrs | BLS machining-sector median |
Recommended Actions Today
Every line above cites its source — a specific log, work order, 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