AI integration for the way your team works
I connect AI to the software, engineering tools, and workflows your team already uses. The goal is to make complex work easier for the people who do it.
- Owner-Side Technical Leadership
- AI Governance
- Technical Due Diligence
Selected work
AnyMDL™ / FolderOS™ - Governed AI Execution Architecture
Designing a way to check permissions and policy before AI takes actions that affect real operations.
Net-Zero Cold Climate Greenhouse System Design
Design-phase work on an energy-recycling greenhouse concept using heat recovery, industrial heat pumps, and thermal reuse to reduce dependence on conventional fuel in extreme climates.
Surna Product Line and Controls Evolution
Improved product direction, controls architecture, and applied engineering discipline to better align system performance, field deployment, and long-term scalability.
- Owner-Side Technical Leadership
- Validation & Commissioning
- Engineering Leadership
- Systems Integration
How I work
Start with the workflow.
Whether the work happens in a business, a software platform, or an engineering team, I start by finding where people need help.
Understand the work
Map what people do today, the tools they depend on, and where work gets delayed or repeated.
Choose where AI helps
Pick a specific task. Decide what AI can access, what it can do, and when a person needs to step in.
Test it in context
Compare it against real work and hand it back to the people who will run it.
Services
Ways to work together
Choose the support that fits the decision, project, or team in front of you.
Owner-Side Technical & AI Leadership
Protect decision quality across complex systems, AI adoption, vendors, and execution before commitments become expensive to unwind.
- Owner-side decision protection
- Technical and AI risk framing
- Pressure-tested direction under pressure
AI Governance for High-Risk Systems
Define where AI belongs, where it should be constrained, and how decisions stay controllable in real operating environments.
- Decision boundaries and oversight
- Risk-aware adoption
- Governance grounded in live systems
Fractional CTO for Complex Systems
Bring senior architecture, team structure, and execution discipline to technical organizations under pressure.
- Clearer technical direction
- Stronger team alignment
- Execution discipline in complex programs
Technical & Engineering Due Diligence
Pressure-test systems, vendor claims, and technical assumptions before capital, integration, or trust gets committed.
- Clearer technical picture
- Stronger diligence before commitment
- Fewer surprises in execution
Validation and Performance Experience
Built on real systems, not theory
My background includes performance testing and validation of HVAC and industrial systems for major manufacturers including Trane, Carrier, York, Mitsubishi, and Daikin, as well as programs aligned with DOE, ASHRAE, and CAGI.
This work involved developing test methods, validating system performance, automating testing environments, and ensuring compliance with real-world energy and performance standards. That experience means I do not just look at systems at the design level. I understand how they behave under real operating conditions, where they fail, and what it takes to make them reliable, testable, and scalable.
This is one of the reasons owners and leadership teams bring me in when performance, operability, AI governance, and integration actually matter.
About
Built across engineering, controls, validation, and execution.
Robert's background spans greenhouse and glasshouse engineering, HVACD and building systems, controls architecture and commissioning, product and platform development, and performance-grounded technical leadership.
That breadth is what allows him to step into unfamiliar, high-stakes environments quickly, understand what actually matters, and protect the owner before complexity turns into waste.
Start a conversation
Start a conversation before committing to a technical direction.
If the technical direction is still being defined, the system is already under pressure, or AI is about to influence real decisions, this is the right point to bring Robert in.