Enterprise AI.
Michigan Built.
Engineers and product managers with 50+ combined years of experience building production AI systems for Fortune 500 operations.
Our Team
We're a team of engineers and product managers who have spent careers building AI/ML platforms at scale. Not consultants. Not researchers. Builders who ship production systems.
With 50+ combined years of experience in AI, machine learning, and enterprise software, we've seen what works and what fails when deploying intelligent systems in real operations.
- Engineers who have built platforms serving millions of users
- Product managers who understand enterprise requirements
- Deep experience in automotive, manufacturing, insurance, healthcare
- Track record of production deployments, not just POCs
50+ Years Combined
Why We Started This
Most enterprise AI fails not because the models are bad, but because the architecture is wrong.
The Problem We Saw
Companies deploying chatbots pointed at GPT-4 and hoping for the best. No routing. No quality gates. No graceful degradation. Predictable failures.
What We Learned
After building platforms at scale, we know the difference between demo-quality and production-grade. Architecture matters more than model selection.
What We Build
Multi-layer orchestration with confidence scoring, domain routing, and human escalation paths. AI that knows when to admit uncertainty.
What Sets Us Apart
Production Experience
We've deployed AI systems serving millions of users. We understand the gap between demo and production, and we know how to bridge it.
Architecture-First
We don't start with models. We start with routing, quality gates, and failure modes. The architecture enables the AI.
Domain Expertise
Insurance is different from manufacturing. Healthcare has different compliance than automotive. We build solutions that speak your industry's language.
Responsible Defaults
Human escalation paths, confidence thresholds, audit trails. These aren't add-ons. They're core architectural components from day one.
We Ship Code
We're engineers and PMs, not consultants who hand off decks. We write code, we deploy systems, and we stand behind our work.
Midwest Values
Hard work. Straight talk. Do what you say you'll do. We're Michigan-based and proud of it.
How We Work
Discovery
Understand your operations, data landscape, and what success looks like.
Architecture
Design the system before writing code. Routing, quality thresholds, integration points.
Build
Rapid development with continuous feedback. Working software early, refined on real usage.
Production
Deployment with monitoring, runbooks, and knowledge transfer. We don't disappear.
Technical Expertise
AI & ML
- Large language models (GPT-4, Claude, Llama, Mistral)
- Retrieval systems and semantic search
- Fine-tuning with LoRA/QLoRA
- Computer vision and document AI
- MLOps and production monitoring
Infrastructure
- Azure, AWS, GCP deployment
- Kubernetes and container orchestration
- High-availability architecture
- Security and compliance controls
- CI/CD and infrastructure as code
Integration
- Enterprise API design (REST, GraphQL, gRPC)
- Legacy system integration
- Real-time streaming and webhooks
- SSO and identity management
- Data pipelines and ETL
Let's Talk
No sales pitch. Just a real conversation about your operations and whether we can help. If we're not the right fit, we'll tell you.