Justin Erwin
AI systems designer turning operational chaos into systems that run themselves — messy, disorganized data refined into clean, prioritized insights, predictive models, and automated workflows that act on them.
- Predictive analytics
- Workflow automation
- Human-in-the-loop
- Web design
Operator first. Builder by necessity.
I spent 18 years in large-scale hospitality operations across multiple Las Vegas properties, most recently as Executive Director with full P&L responsibility for a $200M+ business.
Then I moved into product to build the tools I always wished existed on the floor. Today I design AI systems for complex workflows, real operational constraints, and measurable business outcomes.
- $200M+
- P&L responsibility
- 18
- years enterprise ops
- MBA + 4
- AI/cloud credentials
Grounded in reality
Built around the constraints the floor actually operates under — not whiteboard ideals.
Measured, not assumed
Evaluated against real scenarios so quality is provable, not promised.
Safe to act on
Human-in-the-loop where the cost of error is high, automated where it isn't.
A loop, not a launch.
I don't ship in a straight line. Every build runs the same cycle — research-heavy, grounded in what's actually shippable today, measured against a clear bar, and reviewed hard before a go/iterate/kill call. Then it runs again.
Research never stops. It runs through every stage, not just the first.
Eighteen years running a $200M+ operation taught me what tools the floor actually needs. Now I build them.
- MBA, Kelley School of Business
- Stanford GenAI
- AWS Certified AI Practitioner
- AWS Certified Cloud Practitioner
- PSPO I