AI Under Pressure
Build AI systems that keep working when everything changes.
Learn the Decision Boundary Framework, ship a production-grade lead intake system, and turn AI signals into accountable, auditable decisions.
Next cohort: TBA • Limited seats
Start with the free Revenue Engine Blueprint to build your 1-page plan — no payment required.
Who it’s for
- • Engineers who own delivery and need reliability under change
- • Tech leads and managers who must defend system decisions
- • Technical founders packaging AI-enabled services for clients
- • Operators who need guardrails before automating workflows
What you’ll learn
- • Decision Boundary Framework: signal vs. decision vs. authority
- • Common failure modes: brittle prompts, silent failures, hidden logic
- • Verification and escalation patterns that protect revenue and trust
- • How to explain risk controls to executives and buyers
Real-world projects I’ve worked on
Food systems nonprofit document pipeline
OCR → structured extraction → human review → deterministic routing. Reduced manual entry and preserved compliance checks.
Statewide program essay/document pipeline
Intake and summarize submissions, flag edge cases, and escalate when confidence drops, keeping reviewers focused on judgment.
Healthcare collective assessment exercise
AI readiness + boundary rubric with risk scoring so stakeholders knew exactly where automation stopped and humans decided.
Executive Impact Translation
We translate system changes into language leaders care about: Time, Headcount risk avoided, Risk reduction, Cost savings, and Revenue protected.
You get an executive one-pager template, an estimation rubric, and a worked example so stakeholders can see the financial impact of better decision boundaries.
Pricing
Revenue Engine Blueprint
Build your 1-page plan in 5 modules. Free.
- • Income stability under pressure
- • No payment required
Live Early Adopter program
Ship the full system with live guidance and feedback.
Next cohort: TBA • Limited seats
- • Live build sessions + recordings
- • Complete codebase and patterns
- • Direct feedback on your system
- • Go-to-market and client guidance
FAQ
What is a decision boundary?
It’s the explicit line where AI signals end and deterministic rules or humans decide. We design, codify, and test that boundary so systems stay reliable.
Do I need ML experience?
No. You should be comfortable building with TypeScript/JavaScript. We focus on system design, verification, and integration—not model training.
Is there hands-on coding?
Yes. You’ll build a complete lead intake system with verification, routing, and human-in-the-loop fallbacks. We ship production-grade code, not demos.
What’s included in the Live Cohort?
Live build sessions, codebase access, recordings, direct feedback, and go-to-market guidance. Early adopter pricing applies while seats last.
Is there a guarantee or refund policy?
A simple guarantee will be published at checkout. If you have questions before enrolling, reach out via the contact form.
Build systems that keep earning under pressure.
Join the Live Cohort or start with the free workshop. Either way, you’ll learn how to keep AI signals accountable to business outcomes.
