AIAI™

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: TBALimited seats

Start with the free Revenue Engine Blueprint to build your 1-page plan — no payment required.

Join the free workshop →

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
Enroll in Free Revenue Engine Blueprint

Live Early Adopter program

Ship the full system with live guidance and feedback.

$299$499

Next cohort: TBALimited seats

  • • Live build sessions + recordings
  • • Complete codebase and patterns
  • • Direct feedback on your system
  • • Go-to-market and client guidance
Enroll in Live Early Adopter program

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.