Plyworks

JAWS

AI-augmented production management for manufacturing operations.

production management AI workflow manufacturing

JAWS — Job Administration & Workflow System

JAWS is a production management system built for the realities of a working shop floor. It tracks jobs from intake through delivery, manages scheduling and resource allocation, and provides real-time visibility into production status.

The Problem

Most production management software is built for enterprise manufacturers with dedicated IT teams and six-figure budgets. Small and mid-size shops — the ones that actually make things — are stuck with spreadsheets, whiteboards, and tribal knowledge.

Our Approach

JAWS was built inside a real production facility (Puget Bindery, a 30,000 sq ft trade bindery in Kent, WA) to solve real problems as they surfaced. It’s AI-augmented where it matters — intelligent estimation, automated scheduling suggestions, anomaly detection — but it doesn’t try to replace the expertise of experienced operators.

Key Capabilities

  • Job tracking from quote through invoicing
  • AI-assisted estimation using historical job data
  • Production scheduling with resource and capacity awareness
  • Digital time tracking replacing manual punch systems
  • Real-time dashboards for shop floor visibility

Built With

Developed using Claude CLI for rapid AI-assisted development. Python backend, modern web frontend, designed to run on standard infrastructure a small manufacturer can actually maintain.

Status

In active use and continuous development at Puget Bindery.

Let's build something.

Whether you're modernizing a shop floor, fighting a claims denial, or rethinking your production workflow — we'd like to hear about it.

Get in touch →