What does this blog cover?

This blog covers AI visibility, automation, agents, and coding tools — including n8n, MCP, ChatGPT, Perplexity, and Cursor. There are 429 published posts for operators, founders, and small teams who need extractable answers they can put into production this week. Each article answers a specific question: what changed, what to do, and how to implement it.

429 published posts as of 2026-09-21, counted from content/blog/

All Topics465 AI Models & Frontier News136 AI Agents & Automation131 AI Coding & Dev Tools35 Growth & Operations16 Web Design & Digital Craft12 AI Policy & Safety6 AI Visibility79 AI Automation26 AI Agents10

What are the latest articles?

Discover insights and strategies for leveraging technology in business

AI Visibility

Brand Authority and E-E-A-T: Why AI Trusts Some Sites Over Others

Engines quote the page they can defend. Why does AI trust some sites over others comes down to a named author and a second source that agrees with them.

9/21/2026

22 min read

AI Visibility

Meta Banned the Ads. AI Answers Are the Inbound You Still Own

If Meta and Google ads banned your licensed shop, ChatGPT and AI Overviews still read the open web. What policy blocks, which pages get cited, how to measure.

9/18/2026

24 min read

AI Visibility

When ChatGPT Still Recommends Yesterday's Sold-Out Strain

ChatGPT still names yesterday's sold-out strain when marketplace menus and InStock schema freeze. A licensed shop needs a living menu engines can re-read.

9/18/2026

16 min read

AI Visibility

ChatGPT Is Sending Fans to Last Year's Tour and a Dead Merch Link

ChatGPT still sends fans to last year's tour dates and a 404 merch URL. Stale public pages freeze the answer; here is how you publish a living source.

9/17/2026

22 min read

AI Agents & Automation

Keeping Tour Dates and Streaming Links True Without a Full-Time Manager

Keep tour dates, presaves, and streaming links true from one source of truth. An agent checks copies; a human still publishes. No full-time manager required.

9/17/2026

28 min read

AI Visibility

When ServiceTitan AI Still Leaves You Invisible in ChatGPT

ServiceTitan and Housecall Pro AI write job notes ChatGPT cannot fetch. Keep the ops AI. Publish GBP, service pages, and the public reviews this quarter.

9/16/2026

22 min read

AI Visibility

Why AI Sends the Emergency Call to Angi and the Franchise

After-hours ChatGPT and Google AI Mode send the emergency to Angi or the franchise. Why they win, what to publish without lying, and a one-week audit.

9/16/2026

26 min read

AI Agents & Automation

METRC Compliance Without a Five-Figure Seed-to-Sale Suite

Stay Metrc-compliant without a five-figure seed-to-sale suite: an exception queue, least-data tag IDs, and a named human on every state-facing submit.

9/15/2026

24 min read

AI Visibility

Why ChatGPT Names the MSO Instead of Your One-Door Shop

ChatGPT names the MSO, Leafly list, or Weedmaps instead of your one-door shop because those records are denser. Here is how to get named for a city query.

9/15/2026

20 min read

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Frequently asked questions

What does this blog cover?

This blog covers AI visibility, automation, agents, and coding tools. Will Spurlock writes 429 practical posts from systems he has shipped for operators and small teams.

How often does this blog publish?

New articles publish weekly. Each post is a field note from production work, not a launch-day recap.

How do I browse the blog by topic?

Use the category pills above or the Explore by Category grid below. Each bucket has its own archive so you can open AI Visibility, automation, agents, or coding tools as a shelf.

How should I start reading?

Start with the Recent answers list on this page — the newest post titles — then open the article that matches the problem you are solving. Category archives are the next stop if you want a full shelf.

Who is this blog for?

Operators, founders, and small teams who want extractable answers they can put into production, not a news feed.

Is there an RSS feed?

Yes. Subscribe at https://williamspurlock.com/feed.xml. Every page also links the feed in the document head.

Explore by Category

136 posts

AI Models & Frontier News

This category files posts about frontier model releases, benchmark shifts, and the provider race among ChatGPT, Claude, Gemini, and DeepSeek that changes what a small team can ship. You will find launch recaps, reasoning-quality comparisons, and notes on when a new model is actually worth switching to. Will Spurlock writes from the operator side: what changed, what broke, and what to do this week. Coverage includes research that matters in production, open-weight surprises, and the cost or context-window changes that force an architecture decision. If you want a single shelf for model news tied to implementation, this is that shelf.

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131 posts

AI Agents & Automation

This category files posts about autonomous agents and the n8n workflows and MCP architecture that keep them useful once they leave a demo. You will find failure modes, guardrails, and the difference between a brittle trigger and an agent that can recover. Will Spurlock writes from systems he has shipped: how to scope the first agent, where humans stay in the loop, and how to measure hours returned. Coverage includes orchestration patterns, tool calling, self-healing jobs, and when a simple scheduled workflow is the better answer. If you want to know what lives in this bucket, it is the practical agent and automation shelf.

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35 posts

AI Coding & Dev Tools

This category files posts about AI-native editors and coding assistants — Cursor, Claude Code, Antigravity, and Codex — and the workflows that change how software gets written. You will find editor comparisons, prompting patterns for multi-file refactors, and notes on where an assistant still fails in a real repository. Will Spurlock writes as a builder who uses these tools on client work, not as a launch-day recap feed. Coverage includes skills and agent loops inside the editor, cost and context tradeoffs, and how to keep quality when generation is fast. If you want the coding-tools shelf on this blog, this is the category that holds it.

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16 posts

Growth & Operations

This category files posts about running a studio or small company with fewer people by replacing repetitive work with n8n systems and AI agents. You will find hour-saving playbooks, cost cuts, lead-generation pipelines, and the operating cadence Will Spurlock uses to ship without adding headcount. Coverage includes programmatic publishing, reporting loops, and the difference between a vanity automation and one that returns a measurable week. The writing is operator-first: what to build first, what to ignore, and how to tell if the system is actually saving labor. If you want the growth and operations shelf, this is that collection.

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12 posts

Web Design & Digital Craft

This category files posts about custom-coded websites that still read as designed objects: motion, scroll storytelling, and frontend craft that holds up when ChatGPT and Perplexity parse the page. You will find build notes from artist and brand sites, semantic structure under expressive visuals, and the tension between a bold layout and machine-readable markup. Will Spurlock writes as the person who ships both the look and the extractable HTML, often directing Cursor on the build. Coverage includes prompt-to-production workflows, conversion-minded pages, and why craft is not the opposite of structured data. If you want the digital-craft shelf, start here.

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6 posts

AI Policy & Safety

This category files posts about the rules, research, and governance that change what teams are allowed to ship with ChatGPT-class models and autonomous agents. You will find explainers on regulation, executive orders, safety papers, and the practical ethics questions that show up in client work. Will Spurlock writes for operators who need the implication, not a legal digest: what changed, who it applies to, and what to do before a deadline. Coverage includes industry governance, classifier and safety-stack research, and how policy pressure lands on n8n agents and automations. If you want the policy and safety shelf on this blog, this is it.

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79 posts

AI Visibility

This category files posts about getting a business named and cited when people ask ChatGPT, Perplexity, and Google AI Overviews for a recommendation. You will find playbooks for generative engine optimization, answer engine optimization, and AI optimization as three jobs, not three slogans. Will Spurlock writes the operator methods he uses on client sites: audits, extractable pages, citation tracking, and the content shapes models actually quote. Coverage includes local businesses, ecommerce catalogs, comparison articles, and author authority. If you want to know what is in this category, it is the AI visibility shelf for generated answers instead of ten blue links.

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26 posts

AI Automation

This category files posts about replacing repetitive business work with n8n, Make, and Zapier automations a small team can actually maintain. You will find cost and ROI breakdowns, the first workflows worth shipping, and the difference between a toy zap and a production job. Will Spurlock writes from stacks he has run: reporting, intake, follow-up, and the weekly admin that eats a part-time hire. Coverage includes workflow design, failure handling, and when to stop buying another seat. If you want to know what is filed here, it is the automation shelf with numbers attached, not a vendor tour.

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10 posts

AI Agents

This category files posts about autonomous agents that take a goal, call tools over MCP, and complete multi-step work in n8n or ChatGPT without a human clicking every stage. You will find operations, sales, and support agents, plus the guardrails that keep them from inventing answers. Will Spurlock writes from production setups: when an agent beats a plain automation, how to start read-only, and how to hand work back to a person. Coverage includes first-server setup, inbound lead handling, and overnight jobs that still need an audit trail. If you want the agents-only shelf, this is that collection.

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