AI that pays for itself.
Most AI projects fail because companies buy the tool before they understand the problem. We flip that. Assessment first. Implementation second. Measurable outcomes from day one.
30 minutes. No pitch. Honest assessment of where AI can move the needle for your business.
AI Integration That Holds Up Under Scrutiny
Most businesses know they should be using AI. The problem is figuring out where it actually fits, what it will cost, and whether it will deliver. That's what we solve.
Greg brings a background in Commissioning, Qualification, and Validation (CQV) engineering, the discipline that validates systems in regulated industries before they go live. We apply that same rigor to every AI implementation.
See How We WorkAI Readiness Assessment
We audit your workflows, data, and team capacity to identify where AI creates real value, not just where it sounds impressive.
Implementation & Deployment
We build and deploy AI workflows that integrate with your existing tools. No rip-and-replace. No massive change management projects.
Measurement & Optimization
Every engagement includes defined success metrics and a structured review process. If it's not moving the numbers, we fix it.
Ongoing Managed AI Services
For businesses that want a fractional AI partner on an ongoing basis: strategy, system maintenance, and continuous improvement.
Five Ways We Engage
From first assessment to full managed AI services, every engagement is scoped to your specific situation and goals.
AI Readiness Assessment
Determine your technical benchmarks and operational maturity. A documented roadmap that tells you exactly where AI creates real value.
Learn moreAI Workflow Automation
Eliminate manual bottlenecks in document routing, reporting, and operations. Custom automations built around your specific processes.
Learn moreSystem Integration
Bridge the gap between your core platforms. From Revit-to-Procore to proprietary systems. We connect what matters to your operation.
Learn moreCustom AI Solutions
When off-the-shelf tools fail to meet CQV rigor, we build bespoke AI models tailored to your specific operational requirements.
Learn moreTraining & Change Management
AI adoption without staff displacement. Training that focuses on people first, turning your team into confident AI operators.
Learn moreHow an Engagement Works
Three phases. Clear milestones. You know exactly what you're getting and when.
Discovery & Planning
We assess your current state, map your workflows, identify the highest-ROI AI opportunities, and scope a clear implementation plan.
Month 1Build & Launch
We design and deploy your AI workflows, integrate them with your existing tools, and train your team on how to use and manage them.
Month 2Optimize & Scale
We review performance against benchmarks, fine-tune what's working, document results, and plan next-phase expansion if the ROI supports it.
Month 3+Industry Performance Benchmarks
Quantifiable ROI metrics for AI implementation across Quantum Precision's core service sectors.
Reporting time reduction via automated grant tracking and impact measurement.
Decrease in rework costs through AI-driven submittal routing and document control.
Faster document processing and data extraction across complex workflows.
Reduction in non-clinical administrative time, focusing staff on patient care.
Net productivity increase on targeted operational tasks for teams up to 500 employees.
Stats are industry benchmarks, not guarantees. Quantum Precision client results are cited where available; otherwise sourced from published industry research.
What We Focus On
We're specialists, not generalists. That focus is what makes the difference between AI that produces ROI and AI that produces presentations.
- Workflow Automation
- Document Processing
- System Integration
- Custom AI Solutions
- Operational Assessments
- Training & Change Management
- Marketing & Creative
- Legal & Regulatory Advice
- Financial Planning
- HR Operations
- Sales Strategy
- General IT Support
Built for SMBs. Ready for Specialized Verticals.
Our primary focus is small and medium-sized businesses across any industry. We also bring deep vertical expertise to a handful of specialized sectors.
SMBs: Any Industry
20–500 employees. $5M–$200M revenue. If you have workflows, we can improve them.
MEP & AEC Firms
Mechanical, electrical, plumbing, architecture, and construction, where documentation and compliance rigor matter.
Healthcare & Life Sciences
CQV-grade systems thinking applied to regulated environments. IQ/OQ/PQ frameworks where required.
Financial Services
Community banks, credit unions, RIAs, and wealth management firms navigating compliance-aware AI adoption.
Non-Profit
Associations, foundations, and mission-driven organizations applying AI to maximize impact while operating lean.
Latest field notes
Articles and short-form posts Greg publishes on LinkedIn between client work. The full archive is on the LinkedIn page.
3 AI Myths
The three assumptions about AI Greg hears most often from SMB leaders, and the data that contradicts each one.
Read on LinkedIn Post · MEP / AI"We're AI-enabled."
Greg hears it from engineering firms constantly, and most of the time it means somebody installed Copilot. Here's what AI-enabled actually looks like inside a working MEP firm.
Read on LinkedIn Post · AI MarketMicrosoft's 18-month AI clock
The Microsoft AI CEO put an 18-month clock on the AI transition for everyone running a business. Whether you agree with the timeline or not, the framing is worth taking seriously.
Read on LinkedIn