MAIA · Manufacturing intelligence
Performance
Operator-grade OEE accountability · skill leverage across 240 operators · 6 lines · 3 shifts. Every loss attributed to a person, a machine, or a process step.
INITIALIZING
Actions Plant performance pyramid
Plant → Shift → Line → Operator
Click a row to drill
Plant
Toyota Indiana — Whole Plant
79.0%
Top ≥85%
On-target 75–85%
Watch 65–75%
Breach <65%
Plant target 85%
Operator leaderboard
Top 8 by composite score
OEE × Q × Att × Skill
01
MP
AL4-STMP
88.8
1.0
—
02
MJ
AL1-FA
88.7
0.2
—
03
TD
BL5-PAINT
87.9
0.3
+$242
04
SS
AL4-STMP
87.1
3.9
+$2k
05
TM
AL1-FA
87.0
2.2
+$2k
06
LG
BL5-PAINT
86.6
2.5
+$3k
07
CP
AL1-FA
86.5
2.4
+$3k
08
WT
AL4-STMP
86.4
1.0
+$3k
OEE loss tree · last 24h
Where the lost units went — Availability × Performance × Quality
Availability Performance Quality
Availability loss
$60k
Breakdowns$11k
Planned$17k
Changeovers$10k
Material wait$22k
Performance loss
$413
Reduced speed$248
Minor stops$165
Quality loss
$24k
Defect scrap$19k
Rework$5k
Skill matrix
Operator certifications across cells
nonetraineecertifiedexperttrainer
| Operator | Assembly | Weld | Paint | Stamp | CNC | Packaging | QA | Maintenance | Breadth |
|---|---|---|---|---|---|---|---|---|---|
MP Michael Phillips A · L4-STMP | CER | CER | — | EXP | — | CER | EXP | — | 63% |
MJ Michael Johnson A · L1-FA | EXP | EXP | CER | — | CER | CER | — | — | 63% |
TD Thomas Dhillon B · L5-PAINT | EXP | EXP | CER | EXP | TRN | EXP | — | — | 63% |
LG Logan Gordon B · L5-PAINT | EXP | CER | EXP | — | CER | EXP | TRN | — | 63% |
HA Harpreet Alvarez B · L2-FA | CER | CER | CER | CER | — | — | TRN | CER | 63% |
BT Brian Taylor C · L3-WLD | — | EXP | — | CER | — | CER | EXP | CER | 63% |
JC Jason Campbell B · L5-PAINT | — | CER | EXP | EXP | CER | — | CER | TRN | 63% |
AM Adrian Martin C · L3-WLD | CER | EXP | — | — | EXP | — | CER | EXP | 63% |
CL Christopher Lopez B · L5-PAINT | CER | CER | EXP | — | CER | — | CER | — | 63% |
SS Shawn Smith A · L4-STMP | — | CER | CER | CER | CER | TRN | — | — | 50% |
TM Thomas Morales A · L1-FA | EXP | — | CER | TRN | EXP | — | — | CER | 50% |
JF Jaspreet Flores A · L1-FA | EXP | TRN | CER | — | EXP | — | — | EXP | 50% |
SJ Samuel Jones A · L4-STMP | CER | TRN | CER | EXP | EXP | TRN | — | — | 50% |
OJ Oscar Jackson A · L1-FA | CER | — | — | CER | CER | EXP | — | — | 50% |
DW Dylan Wilson C · L6-CNC | CER | CER | — | TRN | CER | — | CER | — | 50% |
SC Shawn Campbell A · L4-STMP | — | TRN | — | EXP | CER | CER | CER | — | 50% |
Coaching opportunities
Operators within 8 pts of next quartile
Sorted by $ uplift
HA
Harpreet Allen
C · Night · L3-WLD · current 70.8 → 75 target
9h
coaching
+$32k
uplift
PO
Preston Ortiz
C · Night · L3-WLD · current 71.0 → 75 target
9h
coaching
+$31k
uplift
WC
Walter Collins
C · Night · L3-WLD · current 71.5 → 75 target
9h
coaching
+$31k
uplift
CG
Carlos Gomez
C · Night · L3-WLD · current 71.7 → 75 target
9h
coaching
+$30k
uplift
MJ
Marvin James
C · Night · L6-CNC · current 71.8 → 75 target
9h
coaching
+$30k
uplift
Cross-train priorities
Single-points-of-failure by cell
Risk weighted
Packaging
8 expert · 29 cert · 38 trn
Maintain bench depth · audit quarterly
43%
risk
QA
10 expert · 41 cert · 47 trn
Maintain bench depth · audit quarterly
29%
risk
Maintenance
13 expert · 35 cert · 34 trn
Maintain bench depth · audit quarterly
7%
risk
Assembly
68 expert · 62 cert · 31 trn
Maintain bench depth · audit quarterly
5%
risk
Weld
23 expert · 54 cert · 40 trn
Maintain bench depth · audit quarterly
5%
risk
Performance trajectory · 30 days
Plant OEE with A · P · Q overlays + annotated events
Daily aggregate · MES roll-up
Crew composition simulator
What-if: project OEE shift before you redeploy
6 swap presets · live MES baseline
Scenario
Promote a Star to L1-FA Day
Out
HA
In
MP
Line
L1-FA
Shift
A
Δ OEE
+3.8pp
Δ Quality
+0.4pp
Projected ship-rate uplift over 30 days
+9,348
units
Performance actions awaiting review
6 decisions ready to execute
high
Promote Michael Phillips to L4-STMP lead
Outperforming shift mean by 18% · $-167 carry impact
high
Coach Harpreet Allen on L3-WLD
Within 4.2 pts of next quartile · 6 hr coaching · $32k projected uplift
medium
Cross-train Packaging cell — single-expert risk
8 experts active · plan 12-week rotation for 4 candidates
medium
Rebalance Night Shift on L1-FA
Crew composite trails day shift by 1.6 pts · swap proposed
low
Renew 51 certifications expiring < 30 days
Schedule recertification clinics this week · auto-route to L&D
low
Publish weekly performance ladder to operators
240 operators · gamified delta vs personal-best
MAIA · Performance Intelligence · 30 machines · 240 operators · 7 suppliers · 8 safety events · 16 pm tasks