I reverse-engineer how websites actually grow
With SEO, AI, and systems thinking.
Breaking down real products, search systems, and content engines — not theory, but what actually ranks and converts.
SEO × AI × Product systems | Based on real teardown analysis
What you'll find here
How real websites structure content to rank in Google today
Why some AI-generated pages fail while others dominate
Reverse-engineered SEO systems from actual businesses
Breakdown of funnels, content architecture, and growth loops
If you're looking for tips, this isn't it. This is system analysis.
What I actually do
Not autobiography. Just the work.
Breakdowns
- →SEO breakdowns of real sites
- →AI content experiments
- →Funnel audits
- →Ranking structure analysis
Systems analyzed
- →SaaS websites
- →Content-heavy blogs
- →Local service SEO
- →AI content pipelines
Tools & stack
- →Next.js
- →AI tools (Gemini/LLMs)
- →SEO analysis frameworks
- →Data-driven content systems
I don't write opinions. I deconstruct systems.
Flagship breakdowns
Real teardowns that build your authority
Free Breakdowns
Public analysis of how other businesses' SEO systems actually work. Reverse-engineering real growth patterns.
- ✓ Public domain analysis
- ✓ Patterns you can study
- ✓ System thinking education
Same methodology
Applied to your business
System Audit
Custom diagnosis of YOUR system. What's broken, why you're not ranking, and the roadmap to fix it.
- ✓ 25-50 page diagnosis
- ✓ Prioritized roadmap
- ✓ 5-7 day turnaround
- ✓ $800 - $1500
The breakdowns are free previews.
You learn how systems work by studying real examples. The audit applies that same thinking to diagnose what's actually breaking your rankings.
Systems I study
Deep frameworks that power growth
Search ranking systems
Google entity graph behavior and how domains compete for semantic relevance
Content architecture models
Structural patterns that create SEO compounding effect
AI content pipelines
When AI becomes a scaling layer vs. when it becomes a liability
SaaS acquisition loops
How product-qualified leads flow from search → content → product
Internal linking networks
Authority distribution that compounds ranking power over time
Entity signal propagation
How page structure affects what Google understands about your domain
Get system breakdowns before they become obvious
1–2 deep analyses per week. No noise.
Read by founders, builders, and operators who care about structure, not tactics.
Latest thinking
Experiments and observations (lower signal, high curiosity)