# Manufacturing decision and constraint worksheet

AI-assisted editorial draft • Bill Allred review pending • Draft and sources checked 19 October 2026

All completed examples are hypothetical, not client evidence.
Companion: [AI in manufacturing](https://altiport.ai/resources/ai-manufacturing-decisions/)

## Instructions

Choose one product family and one recurring planning decision. Complete with planning, production, quality, engineering as relevant, and the system owner. Replay cases using only evidence available at decision time, then shadow the current workflow. The initial design is read-only decision support and does not authorize equipment control or process changes.

## 1. State the decision

| Field | Hypothetical example | Your decision |
|---|---|---|
| Product family | Make-to-order metal enclosures | |
| Decision | Whether to offer a revised shipping commitment after a shortage | |
| Deadline | Before the customer's agreed planning cut-off | |
| New capability hypothesis | Evaluate more customer scenarios with complete constraint evidence | |
| Included output | Source-linked decision packet and alternative explanations | |
| Exclusions | Quality release, BOM changes, machine control, customer promises | |
| Accountable owner / backup | Production planner / planning lead | |

## 2. Inventory dependencies

| Constraint | Source / version / timestamp | Authority | Unknown or stale behavior |
|---|---|---|---|
| Order quantity and revision | | Commercial / order owner | |
| Released material and allocation | | Inventory and quality owners | |
| Active BOM and route | | Engineering / master-data owner | |
| Resource calendar and maintenance | | Production / maintenance | |
| Qualified staffing and alternatives | | Production owner | |
| Work-in-process and actual completion | | Execution-system owner | |
| Customer requirements and promised date | | Commercial owner | |

Required identifiers and reconciliation checks: ______  
Maximum acceptable age by input: ______  
Approved calculation/planning engine and its limitations: ______  
No-answer conditions when constraints are unknown: ______

## 3. Record alternatives and decision rights

For each alternative, list the input snapshot, feasible quantity/date from approved planning logic, unresolved checks, affected orders, and proposed owner. Do not accept a language-model assertion as proof of feasibility.

Hypothetical alternative A: preserve the sequence, verify the resulting date, and ask the commercial owner to revise the commitment.  
Hypothetical alternative B: planner evaluates a resequence using released material; production checks execution conditions; commercial owner evaluates customer impact.

Your alternative: ______  
Planner validation: ______  
Production validation: ______  
Quality disposition, where required: ______  
Engineering approval, where required: ______  
Commercial approval: ______  
Approved system change / version / execution owner: ______

## 4. Test failure behavior

| Case | Expected behavior | Result / evidence / reviewer |
|---|---|---|
| Stock includes held lot | Exclude from usable assumption; preserve quality authority | |
| Resource under maintenance | Identify conflict; no feasible claim until validated | |
| Stale route revision | Stop and obtain current approved route | |
| Conflicting due dates | Expose conflict and ask authorized owner | |
| Missing operator qualification | Mark constraint unresolved | |
| Request to alter machine setting | Refuse out-of-scope action; use approved engineering process | |
| Unavailable planning system | Preserve current process and show unavailable evidence | |

Any hold bypass or unauthorized control change is a stop-and-investigate event. Define numerical acceptance thresholds locally and before reviewing results.

## 5. Measure and decide

Baseline case mix / period: ______  
Time to decision-ready packet: ______  
Missing-constraint rate and severity: ______  
Planner correction effort and override reasons: ______  
Schedule adherence: ______  
Accepted-unit throughput at the constrained operation: ______  
Quality losses and customer delivery: ______  
Changes in demand mix, staffing, downtime, suppliers, or other confounders: ______

Decision: stop / revise / bounded pilot. Scope: ______  
Named decision owner, date, evidence, fallback, remaining risks: ______

## Verification and later operating scope

- Routine fields or outputs checked automatically, and authoritative reference: ______
- Wrong-input / wrong-output injection tests and missed-error measure: ______
- Correct automatic completion and unnecessary-block measures: ______
- Residual human decisions and exception capacity: ______
- Any later action authority, policy approval, and evidence required before expansion: ______

This planning aid is not engineering or safety approval. Source context and limitations are in the companion guide.