Quantum
Precision
AI · Websites · Precisely
AI that pays for itself.
Most AI projects fail because the tool comes before the problem. We check the fit first, build it to hold up under real use, and prove the return in numbers. Every build runs through the same careful quality checks, so you can trust it works before you rely on it.
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.
DetailsAI Workflow Automation
Eliminate manual bottlenecks in document routing, reporting, and operations. Custom automations built around your specific processes.
DetailsSystem Integration
Bridge the gap between your core platforms. From Revit-to-Procore to proprietary systems. We connect what matters to your operation.
DetailsCustom AI Solutions
When off-the-shelf tools fail to meet CQV rigor, we build custom AI models built around your specific operational requirements.
DetailsTraining & Change Management
AI adoption without staff displacement. Training that focuses on people first, turning your team into confident AI operators.
DetailsNew: two document products in pilot. TurnoverIQ checks GMP turnover package documents before they reach the owner. BidReady builds RFP and RFQ responses from your own project library. Both are open to a small number of pilot partners.
See the pilot programs →Need the website first? We build those too.
A lot of small businesses need a site that actually works before they can put AI to work on it. QP builds clean, fast, lead-generating websites across three tiers, from a simple professional presence to a fully AI-integrated business system. No page-builder lock-in, no mystery monthly fees.
Explore website developmentA professional presence, done right. Clean, fast, mobile-ready, up to 5 pages. Live in 2 to 3 weeks.
Built for lead generation. Full SEO architecture, CRM integration, and conversion tracking that turns visitors into conversations.
Your website as a business system. AI lead qualification, automated follow-up, and a full automation stack behind the site.
How 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.
Build & 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.
Optimize & Scale
We review performance against benchmarks, fine-tune what's working, document results, and plan next-phase expansion if the ROI supports it.
What the industry data says
Recent third-party research on AI in the sectors we work in. These are published figures, not Quantum Precision client results.
| Figure | Sector | Finding | Source |
|---|---|---|---|
| 71% | Small & mid-sized business | Of AI-using firms with 1–499 employees say AI increased productivity (6,525 firms surveyed). | Federal Reserve Small Business Credit Survey, 2026 |
| 46% | MEP/AEC engineering | Of early AI adopters at AEC firms saved 500–1,000 hours with AI tools. | Bluebeam AEC Technology Outlook 2026 |
| 61% | Construction & GC | Of contractors use AI or plan to invest more in it, up from 44% a year earlier. | AGC & Sage, 2026 Outlook |
| 5 hrs/wk | Professional services | Time legal, tax and accounting professionals expect AI to save them within a year. | Thomson Reuters, Future of Professionals 2025 |
| 16 min | Healthcare | Less documentation time per 8 scheduled patient hours after clinicians adopted AI scribes (8,581 clinicians, 5 health systems). | JAMA, 2026 |
| 76% | Nonprofits | Of nonprofits have no formal AI strategy, though most are already exploring AI tools. | TechSoup, State of AI in Nonprofits 2025 |
Industry research, not guarantees. Figures last reviewed October 2026.
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.
We do
- Workflow Automation
- Document Processing
- System Integration
- Custom AI Solutions
- Operational Assessments
- Training & Change Management
We don't
- Marketing & Creative
- Legal & Regulatory Advice
- Financial Planning
- HR Operations
- Sales Strategy
- General IT Support
Built for SMBs, with deep roots in a few sectors
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.
View →MEP & AEC Firms
Mechanical, electrical, plumbing, architecture, and construction, where documentation and compliance rigor matter.
View →Healthcare & Life Sciences
CQV-grade systems thinking applied to regulated environments. IQ/OQ/PQ frameworks where required.
View →Financial Services
Community banks, credit unions, RIAs, and wealth management firms navigating compliance-aware AI adoption.
View →Non-Profit
Associations, foundations, and mission-driven organizations applying AI to maximize impact while operating lean.
View →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 ↗"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 ↗Microsoft'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 ↗