Your Team Has AI Tools.
We Make Them Actually Work.
Structured programs that turn AI coding tools into measurable productivity gains for product engineering organizations.
Why AI Tools Aren't Delivering
Tools Deployed, ROI Unknown
You bought Copilot and Cursor licenses. The CFO asks about ROI. Engineering shrugs. Nobody can tell the board what they're getting for it.
See how we fix thisInconsistent Adoption
Some developers are power users. Others never open it. There's no framework to close the gap, and one-size-fits-all training doesn't work.
See how we fix thisNo Measurement Baseline
Without a before picture, you can't prove the after. Most teams never establish a productivity baseline, so gains are invisible.
See how we fix thisAssess. Build. Optimize.
We don't install tools and hope. Our three-phase methodology produces measurable results at every step — starting with a diagnostic that pays for itself, followed by a hands-on sprint with your pilot team, and ongoing optimization that keeps the gains compounding.
Every phase is built around real production work, not sandbox exercises. Your team ships real code using AI-optimized workflows from day one.
Start with measurement
Every engagement starts with measurement. You get a score, a benchmark, and a clear picture of where the money is — before you commit to anything else.
Work in your codebase
This isn't a slide deck. We work alongside your developers in their actual codebase, building AI workflows that stick in real production environments.
Numbers every month
Every month, you see the numbers. What improved, what stalled, and where the next ROI opportunity lives. No vanity metrics.
25 Years Building Engineering Organizations
A versatile, award-winning Senior Product Development Executive with over 25 years of experience driving innovation through technology-based Product Management. As a former engineering executive, I led the development of major Smart Home platforms including Control4 and OvrC, creating IoT ecosystems valued in the hundreds of millions while establishing engineering teams across three continents.
Today, I help product engineering organizations close the gap between buying AI coding tools and actually getting measurable value from them. The same discipline that scaled an IoT platform to 50 million devices is exactly what turns sporadic AI tool usage into compounding productivity gains.
The AI Productivity Gap
74% of teams deployed AI tools. Only 26% are getting measurable value.
Licenses bought. Gains invisible.
Engineering bought AI coding licenses. Developers use them sporadically. Nobody measures whether it's helping. The CEO wonders if it's just another line item. Meanwhile, competitors with structured AI workflows are shipping faster with smaller teams.
Structured programs. Proven gains.
The gap isn't the tools — it's the workflow, the measurement, and the organizational commitment. A structured program that assesses your baseline, builds workflows around real work, and measures the results month over month closes that gap permanently.
Three Ways to Start
Each phase builds on the last — or stands on its own
Find out exactly where your team stands — and what it's costing you
A rigorous, independent assessment of your team's current AI tooling, workflows, and adoption blockers. Every engagement starts here.
- Full AI tool and infrastructure cost audit
- Developer-by-developer adoption profiles
- AI Engineering Score across six dimensions
- Peer benchmark against top-performing teams
- ROI model with 90-day and 12-month projections
- Executive presentation with go-forward recommendation
Build AI workflows that actually make your team ship faster
Hands-on implementation with your actual codebase. Real production work from day one — not sandbox exercises or slide decks.
- Real production work from day one
- AI-optimized workflows for code review, testing, and docs
- Measurable productivity baseline established in Week 1
- Live productivity dashboard and full ROI calculation
- Tested playbook to scale across your full organization
Keep the gains compounding and stay ahead of competitors
Continuous improvement and scaling across the organization. Every month, you see the numbers and the next opportunity.
- Monthly metrics review and opportunity identification
- Hands-on implementation of new AI workflows
- New team onboarding into proven methodologies
- Quarterly evaluation of new AI capabilities
- Executive readout with cumulative ROI tracking
Find Out What AI Tools Should Actually Be Delivering
In two weeks, get a clear score, a peer benchmark, and a roadmap — whether you work with us after that or not. If we don't find at least $25,000 in savings or productivity value, you pay nothing.
What People Say
Graham is a leader that positions his team members for success and opportunity, he always has his team member's best interest at heart. Graham extends himself not only to Products and Services, but also across Marketing, IT, Product Support, and Finance, in doing so he helps raise the entire organization.
Graham's leadership and clear thinking are true assets. Graham successfully lead a number of significant, highly visible teams. He is a joy to work with and he continues to have much success within the company. His leadership skills are highly regarded by teammates and the executive team at the company.
Graham was an amazing boss and helped me grow as a leader within our organization. He was a champion for everyone on our team and fought for us, taking the licks when things didn't go well and passing on the kudos to the team when they did. He helped show me the power of relationship building within the organization.