Harbor Steel Works
Custom metal fabrication, 30-person shop.
A four-agent preset for small-batch manufacturers - Plant Manager, Production Planner, QC Lead, Shipping Lead - wired with ERP (NetSuite / SAP B1 / Acumatica), MES / shop-floor systems (Plex / Tulip), QC tools (CMM / SPC), and the daily production + quality cadence of a job shop or short-run contract manufacturer.
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→ kwave.ai| Content | Count |
|---|---|
| Agents | 4 |
| Skills | 8 |
| Companies running this | 4 |
4 AI agents wired for this role. The CEO Dashboard is the hub; the rest report up to the CEO unless flagged owner-direct (escalation paths that bypass the CEO, like crisis routing).
| Agent | Role | Reports to |
|---|---|---|
| Plant Manager | Operations Lead | owner-direct |
| Production Planner | Scheduling + Capacity | plant-manager |
| QC Lead | Quality + Compliance | plant-manager |
| Shipping Lead | Fulfillment + Inventory | plant-manager |
8 workflows the agents can run for you. Each is triggered by natural-language commands. The full SKILL.md (inputs, procedure, output format, write guards) is mounted in your workspace under .claude/skills/<slug>/ after install.
| Skill | Description |
|---|---|
| production-scheduling | Use when building the weekly production schedule - sequences runs against machine capacity, raw material availability, setup-time minimization, on-time delivery targets per customer PO. |
| po-issuance | Use when issuing + tracking POs to suppliers - drafts based on MRP run, flags lead-time risk, follows up on confirmation / shipment / receipt. |
| incoming-qc | Use when inspecting each receipt - runs AQL inspection per supplier rating, logs defects, opens NCRs (Non-Conformance Reports), holds rejects pending supplier disposition. |
| in-process-qc | Use when inspecting in-process production runs - captures CTQ measurements (Critical to Quality), SPC charting, surfaces process drift before scrap accumulates. |
| inventory-counts | Use when running daily inventory counts - cycle-count program against the ERP / WMS, surfaces discrepancies, reconciles raw + WIP + finished goods, supports auditor expectations. |
| shipment-prep | Use when prepping outbound shipments - pick-pack per customer PO, BOL + packing list generation, carrier scheduling, hazmat / export docs if applicable. |
| warranty-rma | Use when handling customer returns - issues RMA, tracks failure modes (8D / 5-Why root cause), feeds back to engineering for corrective action. |
| downtime-tracking | Use when logging + analyzing downtime - Pareto by reason (planned / unplanned / changeover), action plan per top 3 categories, OEE tracking per asset. |
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Create a company in KWAVE and the full Manufacturing preset above runs in your workspace from day one - all 4 AI agents and 8 skills, wired and ready.
Detailed workflow guides for each skill live inside the workspace dashboard. Sign up at kwave.ai to access them.