American Dynamism — Manufacturing Intelligence
America makes things.
It's time we gave
makers better tools.
The fastest path to revitalizing American manufacturing isn't a new factory — it's upgrading the software the existing ones run on. We build custom AI software for manufacturers, and we open-source the platform so any shop can deploy it.
Two ways we help
Custom builds or open source.
Built for American shops.
Service
Custom AI Software Development
We design and build AI-native applications tailored to your shop's workflows, data, and competitive edge.
- Full-stack applications with AI at the core, not bolted on
- Integrates with your ERP, machines, and operational data
- Built by engineers who understand manufacturing
- From scoping to production — we own the entire delivery
Open Source
Factory — OSS Manufacturing Platform
A complete manufacturing intelligence platform you can deploy yourself. Quoting, production, equipment, knowledge — all open source.
- 7 modules: quoting, production, equipment, knowledge, copilot, integrations, platform
- Multi-tenant, role-based access, full audit trail
- AI-powered with Claude, vector search, and semantic embeddings
- Deploy on your infrastructure — no vendor lock-in
The technology upgrade American manufacturing has been waiting for
Custom Development
What we build for you.
From quoting automation to predictive maintenance — we scope, build, and deliver AI-native software tailored to your operation.
01
AI-Native Software Development
Custom applications built from scratch with intelligence at the core — not bolted on after. We design systems where AI is the architecture, not an add-on.
Full-stack development · Claude integration · Custom models
02
System Integration & Data Layer
Your ERP, machines, and operational data unified into a single intelligence layer. We build the connectors, pipelines, and APIs that make your existing systems talk.
ERP connectors · Real-time pipelines · API development
03
Intelligent Quoting & Estimation
AI-powered tools that price jobs faster using your shop's historical data and tribal knowledge. Win more work at the right margin, not just the cheapest bid.
RFQ automation · Historical cost analysis · Margin optimization
04
Production & Delivery Intelligence
Real-time visibility, risk scoring, and predictive scheduling so nothing ships late. We build dashboards and alert systems that keep your floor running ahead of schedule.
Live dashboards · Risk scoring · Capacity planning
05
Equipment & Predictive Maintenance
IoT data pipelines and anomaly detection that prevent downtime before it happens. We connect your machines to intelligence that keeps them running.
IoT integration · OEE tracking · Anomaly detection
06
Knowledge Capture & AI Copilot
AI assistants that preserve institutional expertise and surface it when your team needs it. Stop losing decades of knowledge when experienced operators retire.
Knowledge graphs · Semantic search · AI assistants
07
Vector Intelligence & Embeddings
Semantic search and AI-powered similarity matching built on state-of-the-art embedding models. Your data becomes searchable by meaning, not just keywords.
Gemini Embedding 2 · pgvector · Semantic search · RAG
The opportunity
American shops are
underequipped to compete.
U.S. manufacturers have the skill, the machinery, and the workforce. What they lack is the software layer to make it all run at full potential. That gap is the opportunity — and it's measured in real dollars.
$2.1T
Annual U.S. manufacturing output
still largely run on spreadsheets
still largely run on spreadsheets
68%
Of job shops have no real-time
visibility into production status
visibility into production status
10K+
U.S. contract manufacturers that
a modern software layer could transform
a modern software layer could transform
Why now
The technology gap is the competitive gap.
Rebuilding American manufacturing doesn't require new factories or reshoring campaigns alone. The fastest, most cost-effective gains come from upgrading the software the existing facilities already run on.
-
01
New capital is slow. New software is fast.A new CNC machine takes months to procure and install. A modern software layer goes live in days and immediately changes how every existing machine performs.
-
02
The ROI is immediate and measurableFaster quoting closes more work. Better equipment visibility cuts unplanned downtime. Captured knowledge compounds over time. Each improvement pays for the next.
-
03
American shops are skilled — not slowThe machinists and operators are world-class. What slows them down is operating off spreadsheets, email threads, and institutional knowledge that lives only in one person's head.
-
04
Dynamism starts on the shop floorEvery defense component, aerospace part, and industrial machine starts as a job in a shop. If that shop wins the quote, makes the part on time, and retains what it learned — America wins.
Open-Source Platform
Factory — free & open source.
Seven modules targeting the specific places where shops leak time, margin, and knowledge. Deploy it yourself or let us run it for you.
Platform
Multi-tenant foundation with role-based access, SSO, and a full audit trail for every action.
Quoting
AI-assisted RFQ ingestion, similar-job retrieval, and structured approval workflows.
Knowledge
Capture, tag, and surface process expertise before it walks out the door at retirement.
Production
Work orders, capacity blocks, delivery risk scoring, and shift handoff reports.
Equipment
Live machine telemetry, OEE tracking, anomaly detection, and maintenance work orders.
Copilot
Claude-powered AI assistant for drafting quotes, answering shop floor questions, and surfacing insights.
Integrations
ERP connectors, SSO configuration, webhook subscriptions, and file ingestion pipelines.
View on GitHub →
Clone it, deploy it, contribute. Factory is open source and built for American manufacturing.
How it works
From RFQ to delivery.
No gaps. No guesswork.
American dynamism isn't abstract — it's a machinist who quotes faster, wins more work, and ships on time. Dynamism Factory makes that the default, not the exception.
01
RFQ lands — structured in seconds, not days
Email attachments, PDFs, and CAD files are parsed by Copilot automatically. Material, quantity, tolerances, and deadline are extracted and ready for your estimator before they finish their coffee.
02
Institutional knowledge becomes a competitive weapon
AI similarity search surfaces comparable historical jobs — actual costs, setup times, and lessons learned. Your shop's decades of experience become a data asset that every estimator can draw from, every time.
03
Quote is priced right and approved fast
Line items, margin targets, and revision history are tracked end-to-end. Pricing governance enforced automatically — so you win more work at the right margin, not just the cheapest bid.
04
The floor runs smarter, not just harder
Capacity blocks coordinate production without the whiteboard chaos. Machine telemetry streams OEE in real time. Anomaly alerts trigger maintenance before anything breaks — maximizing every hour of American labor.
05
Part ships on time. Knowledge stays forever.
On-time probability updates live so nothing surprises you at the end. After delivery, Copilot captures what was learned — so every job makes the next one smarter. That's how American shops compound their advantage.
Built for
The people who keep
American manufacturing running.
→
Chief Estimators drowning in RFQ emails and spreadsheets — who need AI-powered quoting to win more work at the right margin.
Estimators
Faster quoting, better margins
→
Plant Managers watching institutional knowledge walk out the door at retirement — who need a system that captures and surfaces tribal expertise.
Plant Managers
Knowledge retention, production visibility
→
Maintenance Directors who can't afford unplanned downtime — who need anomaly detection and predictive alerts before equipment fails.
Maintenance Teams
Predictive maintenance, zero surprises
American Dynamism starts here
The upgrade American
manufacturing deserves.
The machines are ready. The workforce is ready. The only thing left is the software. Whether you need a custom AI build or want help deploying Factory — let's close that gap together.
Factory on GitHub →