Build an AI Product That Makes Money: Not Just Noise
A 4-week cohort for technical engineers bridging the gap between clean code, corporate formation, cost governance, and high-ticket customer acquisition.
Why Flawless Code Kills AI Startups
A rigorous exploration of why technical founders fall into the trap of over-architecting backends while completely neglecting distribution, pricing discovery, and customer conversations.
Why Flawless Code Kills AI Startups
Most engineers execute backwards: they spend 3 months writing clean async FastAPI backends, tuning vector embeddings, and refining UI buttons, only to launch to total silence.
They fail not because their code was poor, but because they neglected customer discovery, pricing psychology, legal entity setup, and the consulting-to-SaaS flywheel. The AI Product Builder fixes the order of operations permanently.
The Backward Build (Why 90% Fail)
- • Code for 90 days in private isolation
- • Generic landing page with no human outcome
- • Uncontrolled LLM inference costs and token leaks
- • Launch on Product Hunt to zero paying customers
- • Burn out and abandon the repository
The AI Product Builder Method
- • Validate business pain via Reddit & live discovery calls (Week 1)
- • Deploy cost-governed semantic caching and Stripe (Week 2)
- • Incorporate LLC, file SAM.gov, and capture $100k+ credits (Week 3)
- • Secure 10 paying pilot customers before public exposure (Week 4)
- • Use high-ticket consulting cash flow to fund software scale
The 6 Core Disciplines You Will Master
We do not teach isolated coding tricks. We build the complete operational organism.
1. Product Sense & Validation
The Mom Test framework, the 3 layers of customer pain, and Google PM methods adapted for lean technical founders.
2. Technical Architecture
FastAPI correlation IDs, Redis semantic caching at 0.92 cosine similarity, and hard HTTP 402 cost-caps.
3. Business Formation
Richard's Rule on LLC to C-Corp conversion, instant EIN filings, and corporate banking at Mercury and Brex.
4. Startup Capital & Grants
Securing $500k in non-dilutive cloud credits, SAM.gov UEI registration, and $150k-$2M+ SBIR/STTR proposals.
5. Value-Based Pricing
Moving from cost-plus server math to 10x ROI anchors, $500 strategic pilots, and $7,500 forensic code audits.
6. Go-To-Market Mechanics
The 5-second landing page rule, silent launch outreach, and the authority content distribution engine.
Day-by-Day Milestone Roadmap
Validation & Product Sense
The Mom Test, Reddit mining, and 1-sentence value proposition.
Architecture & Code
FastAPI, Redis semantic caching (0.92 cosine), and Stripe webhooks.
Entity, Capital & Pricing
LLC filing, $500k cloud credits, SAM.gov UEI, and pilot contracts.
GTM & Silent Launch
Landing page conversion, 10 paying pilots, and Demo Day pitch.
Select Your Builder Tier
Pilot cohort seats are limited to 10 builders to ensure direct code reviews with Richard Ewing.
Pilot Cohort Tier
Direct feedback and inaugural founder pricing.
- All 4 Weeks of Live Interactive Sessions
- 1:1 Forensic Code & Architecture Audit
- All 50+ System Prompts & Code Boilerplates
- Master Consulting SOW & Pilot Agreements
- Lifetime Private Alumni Slack Access
Standard Cohort
Standard post-pilot cohort rate.
- All 4 Weeks of Live Interactive Sessions
- Small-Group Code Review Sessions
- Full Prompt Library & Boilerplates
- Notion Workspace Database Templates
Enterprise & 1:1 Advisory
Dedicated advisory for venture teams and spin-outs.
- Full Cohort Access for 2 Team Members
- Custom Forensic Codebase & Token Audit
- Weekly Private 1:1 Executive Advisory
- Direct Enterprise Pilot Matchmaking
The 100% Day-28 Money-Back Guarantee
Attend the live sessions, execute the daily sprints, and submit your deliverables. If you do not feel you gained at least $10,000 in commercial and architectural clarity by Day 28, email us for a prompt, 100% refund. Zero friction.
Frequently Asked Questions
Who is this cohort designed for?
Technical founders, senior engineers, and engineering leads who can code but need structured execution on validation economics, legal setup, cost governance, and customer acquisition.
What if I cannot attend every live session?
All live Monday and Thursday 6:00 PM PST sessions are recorded in high-definition and uploaded to the student portal within 2 hours, alongside complete transcripts and code diffs.
What tech stack is supported?
While our provided boilerplates use Python (FastAPI), TypeScript (Next.js 14), PostgreSQL (Supabase), and Redis, the architectural patterns (semantic caching, HMAC cross-talk, Stripe webhooks) apply to any modern web stack.
Ready to Build Your Product Organism?
Applications are reviewed on a rolling basis. Once 10 pilot seats are filled, tuition increases to $2,500.