AI-Native Development
AI-native software
built from scratch.
We design and build custom applications where intelligence is the architecture, not a bolt-on. From data layer to deployment, every component is shaped around AI-first principles for manufacturing operations. American shops deserve software built for how they actually work.
What we build
Full-stack applications
with intelligence at the core.
Every system we deliver is designed to learn from your operations and get smarter over time — not just automate what you already do.
01
Applications That Learn From Your Operations
Production-grade Django applications where every interaction makes the system smarter. Real-time dashboards, role-based access, and multi-tenant isolation built in from day one.
02
Intelligence That Understands Your Documents
Deep Claude integration for document understanding, conversational copilots, and intelligent decision support — your AI reads your RFQs, specs, and manuals so your team doesn't have to.
03
Search That Understands Meaning, Not Just Keywords
pgvector-powered semantic search over your documents, knowledge base, and job history. Find similar jobs, surface expertise, and match patterns — even when the search terms don't match exactly.
04
Updates That Happen as Work Happens
Live dashboards and event-driven workflows powered by WebSockets and async task queues. Your team sees changes the moment they occur — no refresh, no delay.
05
APIs Your Team Can Build On
OpenAPI 3.0 documented APIs with JWT authentication, pagination, filtering, and versioning. Built so your internal tools, partners, and future systems can plug in — not lock in.
06
Ship Once, Run Anywhere
Docker-based infrastructure with health checks, auto-restart, and environment parity from development through production. Same system, same behavior, every environment.
Our process
From discovery to
production in weeks.
We move fast without cutting corners. Every engagement follows a structured process that de-risks delivery and keeps you in control.
01
Discovery & Scoping
We map your operational workflows, identify the highest-leverage AI opportunities, and define a scope that delivers measurable value.
02
Architecture & Design
Domain-driven design with vertical slices. We architect for your data, your team's skill level, and your existing infrastructure.
03
Build & Iterate
Weekly deployable increments with your feedback baked in. You see working software every week, not a big reveal at the end.
04
Deploy & Support
Containerized deployment, monitoring, and a handoff that includes documentation, training, and ongoing support options.
Technology Stack
Battle-tested tools.
Modern architecture.
We build on proven foundations — no bleeding-edge experiments on your production systems.
Backend
Django 5.2 LTS + DRF
Python-based, fully typed, with Django REST Framework for API-first development and drf-spectacular for auto-generated docs.
AI Layer
Anthropic Claude API
Claude Opus and Sonnet for document understanding, conversation, summarization, and intelligent suggestions with structured outputs.
Database
PostgreSQL + pgvector
Enterprise-grade relational database with native vector similarity search for embeddings, semantic matching, and AI-powered retrieval.
Async Processing
Celery + Redis
Distributed task queue for AI inference, PDF generation, email delivery, scheduled syncs, and long-running background jobs.
Real-Time
Django Channels + WebSockets
Live dashboards, real-time alerts, and collaborative features powered by WebSocket connections with Redis pub/sub backing.
Infrastructure
Docker + Docker Compose
Reproducible environments from dev to prod. Multi-service orchestration with health checks, volume management, and zero-downtime deploys.
See what we've built
Every module in the Dynamism Factory platform was built using the same architecture and tools we bring to custom engagements. Explore the capabilities.
Platform & Security
Multi-tenant RBAC, SSO, audit trails
→
Quoting & Estimation
AI-powered RFQ parsing, cost estimation
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Production & Scheduling
Live job board, risk scoring, capacity
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Equipment & Maintenance
OEE tracking, anomaly detection, IoT
→
Knowledge Capture
Semantic search, decay alerts, experts
→
AI Copilot
Claude-powered manufacturing assistant
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Integrations & Connectors
ERP sync, webhooks, SSO
→
American dynamism starts here
Your next system should
be smarter from day one.
Tell us what you're building. We'll show you how AI-native architecture changes the economics for American manufacturers.