AI + AUTOMATION MARKETING SEO retainers, ad management, a monthly report nobody reads. That playbook comes from a world before AI could research your market, write your follow-up and update your CRM on its own. The businesses pulling ahead run marketing as one connected system. Four minutes tells you which one you're running.
Marketing depends on manual effort, disconnected tools and individual memory.
Primary constraintYour primary constraint is follow-up, where this result has the most room to improve.
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The scorecard shows you what to fix first in four minutes.
Score: find the constraint.
Design: the system that removes it.
Build: installed, and your team runs it.
15 blunt questions across the 5 systems that decide how well your marketing works. Most founders finish in four minutes and can name the first thing to fix by the end. Answer honestly. The score only helps if it's true.
"I was interested in AI and automation before joining, but I had no clear idea how to turn that into practical systems. Now I understand how the tools, automations and platforms work together, and I've built and implemented several systems in the business I work for: automated lead management, marketing reports and internal notifications."
"AI Systems Lab was the first thing that actually helped me build systems I use every day in my business. Adam is actively building and refining these systems himself, so the guidance is grounded in what actually works, not what sounds impressive online."
I/OOn the ground where the new AI stack launches.
WWDC / APPLE PARKAttending Apple WWDC 2026 at Apple Park. APAC / CREATOR WORKSHOPRunning a creator workshop for the OpenAI APAC team. COCREATE 2025Interviewing the President about AI and commerce.AI Systems Lab is where founders and their teams turn the next useful workflow into a real, governed system, with direct implementation guidance from Adam. You bring your actual business context. You leave with a workflow your team can run next week, without hiring an agency to run it for you.
Join AI Systems Lab →Built for founder-led businesses doing $1M+ with a team of 3 to 20.
Good. Take the scorecard and show them your constraint. If they can fix it, keep them. If they go quiet, you've learned something for free.
The scorecard needs zero technical knowledge, and the Lab exists precisely so your existing team can run these systems without an engineer on payroll.
No call is waiting at the end. The score is free and ungated, most people should join the Lab rather than hire Adam, and he only takes a handful of scorecard reviews each month.
Already know the gap? Join the Lab.