Founder Notes
AI Tool Fatigue and What to Do About It: A $14k Audit
Stop buying every wrapper on Product Hunt. Here is why your AI stack is killing your margins and how to consolidate for better unit economics.
First 100 users AI workflow: A $4,200 data-driven post-mortem
Most founders waste $5,000 on automation before they hit 10% activation. Here is the AI workflow that actually acquired our first 100 users for under $12 CAC.
Bolt vs Lovable vs Replit for building apps: The ROI Comparison
Stop wasting developer hours on prototypes. I compared Bolt, Lovable, and Replit based on unit economics and speed to deployment.
Charging for AI assisted work: Why your billable hours are a liability
If you are still billing by the hour while using LLMs, you are subsidizing your clients with your own margins. Here is how to price for output instead.
AI for SEO Content at Scale: Managing the $0.14 Unit Cost of Decay
Stop shipping static AI pages that die in three months. Learn how to build a high-volume SEO engine that automates factual updates and internal linking.
ChatGPT vs Claude for Marketing Copy: The $0.12 Unit Economics of Scale
A data-driven comparison of ChatGPT and Claude for marketing workflows, focusing on edit distance, brand drift, and conversion framework performance.
AI Workflows for Agency Scale: The Math of Agentic Architectures
Stop paying for wrappers. Learn how to build custom agentic workflows that protect your margins and scale your agency without bloating your headcount.
Ship MVP in a Weekend with AI: The $48 Prototype Strategy
Stop over-engineering. I built a functional SaaS in 48 hours for under $50 using Claude Code, Groq, and Supabase. Here is the exact stack and cost breakdown.
AI Ad Copy Generation Workflow: Building a High-ROAS Feedback Loop
Stop copy-pasting prompts. Build a programmatic AI ad copy workflow that connects real-time conversion data to the Meta and Google APIs for actual ROAS growth.