Will's Journal.
Automation Build It Yourself or Hire: The Blast-Radius Test for Automations
DIY when side effects are reversible and a named owner will keep them. Hire when money, customers, or recovery paths are on the line — not by step count.
AI Visibility Mentions Get You Named. Citations Get You Credited.
An AI mention names your brand; an AI citation credits your URL or source. Track both — mentions alone inflate visibility and starve pipeline decisions.
Websites Custom Sites Cost Five Figures Because You’re Buying a System, Not a Template Login
Five figures buys strategy, custom design, build, ownership, and three-year cost — not a Squarespace login. Here’s what that money actually funds for brands.
AI Agents Agent Loop vs LLM-in-Workflow: Pick the Shape That Matches the Uncertainty
Most jobs need a workflow with one LLM step, not an agent loop. Use a three-tier test — certainty, branching, blast radius — then prove hybrid is enough.
Automation How Much Automation Costs: Build, Tools, and the Bill That Shows Up Later
Automation cost is build + tool meters + maintenance + failure cleanup — not the Zapier, Make, or n8n sticker. Budget the cost shape, not a fantasy range.
AI Visibility AI Visibility Is Inclusion in the Answer — Not a Ranking
AI visibility is whether answer engines name or cite you on buyer prompts — not your Google rank. Track mention rate, citation rate, and share of voice.