Blog
The Inbox That Answers Itself, Almost: An AI Email System That Drafts but Never Sends
A Gmail and Google Gemini workflow that reads incoming email, decides whether it deserves a reply, sorts it by intent, and drafts a category-specific response, then hands it to a person to send. Here is the design, and why the human stays in the loop on purpose.
A Raleigh Restaurant Nobody Was Searching For, and the 928K Impressions That Found It
A Raleigh sushi restaurant that ranked nowhere on Google now shows 928K+ organic impressions and average position 7.8 over the latest 16-month Search Console window. Here is the search work behind that climb, and why a local organic impression is high-intent demand, not a vanity number.
The Rule I Added to Every n8n Workflow After a Structural Audit Found Gaps I Missed
When automation systems work, you stop interrogating them. Here is what a formal gap analysis of an n8n workflow stack uncovered, and the three-layer compliance gate built to close those gaps.
The Bottleneck Was Never the Model
Switching from a 32B local model to a 14B model produced a 4.7x speed improvement. The larger model was not more capable in practice. It was bottlenecked by a hardware constraint that had nothing to do with intelligence.
Why I Stopped Running Marketing Reports and Started Building Marketing Systems
The analyst who runs reports is replaceable. The analyst who builds the system that runs reports is not. Here is the shift that changed how marketing analytics work gets done.