JL

Schedule Result

Optimized production flow · last generated 2026-07-26 09:14

Production Window: 7 days
·Production Required:
5,000 × Product A
3,000 × Product B
Total cost:$9,615
Raw Materials

Raw Aluminum

5,000 units in stock

Raw Steel

3,000 units in stock

Tools

Tool A1 — CNC

85.9h · $1,717

Tool D4 — Cutting

15.3h · $491

Tool C3 — Assembly

19.2h · $537

Tool B2 — Welding

36.8h · $883

Operators

on Tool A1

LC

Lena Chen

69.0h · $1,932

on Tool D4

LL

Luc Lopez

11.5h · $426

on Tool C3

PJ

Pablo Jain

19.2h · $594

EK

Elena Khan

19.2h · $422

on Tool B2

MC

Mia Chen

36.8h · $1,251

RN

Ravi Nakamura

36.8h · $1,362

Output

Product A — Aluminum Bracket

5,000

ETA Day 5

Product B — Steel Gear

3,000

ETA Day 3

Flow legend:Product A — Aluminum BracketProduct B — Steel Gear

Operators used

6

minimized from 9

Total labor-hours

192.4

across all shifts

Total cost

$9,615

machine + labor

Revenue / profit

$130,125

revenue $185,500 − materials $45,760

Completion

Day 5 of 7

2 days of slack

Convergence

GA converged in 200 gens · 18% cheaper than baseline

Operator Gantt

7-day schedule · gaps are breaks / cool-off periods

Product AProduct BBreak / cool-off
Operator
Day 1
Day 2
Day 3
Day 4
Day 5
Day 6
Day 7
LCLena Chen
LLLuc Lopez
PJPablo Jain
EKElena Khan
MCMia Chen
RNRavi Nakamura

Constraint checks

15 of 18 rules satisfied

3 violations
Tool A1 cool-off respected (10m every 2h)OK
!Tool A1 within max run of 8hFAIL
Tool A1 requires certified operatorOK
Tool A1 maintenance window every 24h scheduledOK
!Tool A1 tool change staffed with 2 operatorsFAIL
Tool D4 cool-off respected (25m every 5h)OK
Tool D4 within max run of 11hOK
Tool D4 requires certified operatorOK
Tool C3 cool-off respected (20m every 4h)OK
Tool C3 within max run of 10hOK
Tool B2 cool-off respected (15m every 3h)OK
!Tool B2 within max run of 9hFAIL
Lena Chen within 6h consecutive limitOK
Luc Lopez within 6h consecutive limitOK
Pablo Jain within 4h consecutive limitOK
Elena Khan within 4h consecutive limitOK
Mia Chen within 5h consecutive limitOK
Ravi Nakamura within 6h consecutive limitOK