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Will's Journal

Will's Journal.

n8n Error Workflows Operators Actually Read (Not Just Slack Noise) Automation

n8n Error Workflows Operators Actually Read (Not Just Slack Noise)

Wire one n8n Error Trigger handler with a real alert contract: severity, owner, execution link, and mute rules — then attach it to every production flow.

10 MIN
Self-Hosted n8n vs n8n Cloud: Cost, Control, and When Each Wins Automation

Self-Hosted n8n vs n8n Cloud: Cost, Control, and When Each Wins

n8n Cloud vs self-hosted: a practical decision guide for cost, control, compliance, ops burden, and when each option is the right production choice.

10 MIN
The AEO Audit Checklist I Run Before Touching a Client Domain AI Visibility

The AEO Audit Checklist I Run Before Touching a Client Domain

A practical AEO audit checklist: entities, llms.txt, schema, citeable content, citation gaps, and measurement — what Spurlock Studios runs before recommending work.

12 MIN
Write the Answer in the First Breath — Then Earn the Depth AI Visibility

Write the Answer in the First Breath — Then Earn the Depth

Structure pages for AI citations with an answer-first opening, quotable H2s, and tables — then earn depth. Here is the editorial system writers can run.

10 MIN
Case Study Pages That Sell the Next Project Websites

Case Study Pages That Sell the Next Project

Case study page structure that sells the next project: problem, approach, proof, and a clear CTA — portfolio pages that convert.

10 MIN
Pick One Source of Truth for Tour Dates — Then Let Everything Else Read It Websites

Pick One Source of Truth for Tour Dates — Then Let Everything Else Read It

Pick one source of truth for tour dates — Bandsintown or Songkick — then let your site and platforms read it so managers update once only. Make that the rule.

12 MIN
Observability for Agents: Traces, Scores, and the Dashboard Ops Actually Reads AI Agents

Observability for Agents: Traces, Scores, and the Dashboard Ops Actually Reads

Provider dashboards will not catch silent wrongness. Agent observability means traces with states and tool calls, evaluator scores online, and a weekly dashboard humans actually use.

9 MIN
Automation ROI Without Fantasy Spreadsheets Automation

Automation ROI Without Fantasy Spreadsheets

How to calculate automation ROI without fantasy math: hours, failure cost, build and maintenance load, and a decision rule for when automation is worth it.

10 MIN
Tool Schemas Agents Follow: Descriptions, Enums, and Killing the Omnibus Tool AI Agents

Tool Schemas Agents Follow: Descriptions, Enums, and Killing the Omnibus Tool

Agents invent arguments when schemas are vague. Write JSON Schema like agent UX—enums, required fields, property descriptions—and kill the do_anything tool.

11 MIN
APIs Will Change: Catch Drift Before Your CRM Goes Quiet Automation

APIs Will Change: Catch Drift Before Your CRM Goes Quiet

APIs will change: detect schema drift early, pause the money path, and run a fix runbook — never trust green executions that quietly wrote empty fields.

10 MIN
Get Cited in AI Overviews: Indexed, Snippet-Eligible, Quotable AI Visibility

Get Cited in AI Overviews: Indexed, Snippet-Eligible, Quotable

Google AI Overviews cite pages that are indexed, snippet-eligible, and quotable — not pages with special AEO markup. Full operator checklist is inside.

11 MIN
Launch Checklists for Brand Sites: DNS to Analytics Without Drama Websites

Launch Checklists for Brand Sites: DNS to Analytics Without Drama

A website launch checklist for brand sites: DNS, SSL, redirects, analytics, SEO, and QA — go-live without drama.

10 MIN