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Will's Journal

Page 9 of Will's Journal.

This is page 9 of Will's Journal — a later slice of the archive, not the hub.

Writing on AI visibility, automation, agents, and websites — from Spurlock Studios.

Which notes are on page 9 of Will's Journal?

Amber node beads on a dark rail. Thesis: AIRTABLE AS AUTOMATION BACKEND FINE. Automation

Airtable as an Automation Backend: Fine Until Rate Limits Become the Product

Airtable works as an automation backend until the 5 req/s ceiling and plan record caps force you to move the system of record — stop patching forever.

18 MIN
A small stack of coins. Thesis: N8N MAKE ZAPIER 2026 CHOOSING. Automation

n8n vs Make vs Zapier in 2026: Choosing the Rail, Not the Logo

Choose by hosting, complexity, cost shape, and error handling — not the logo. Zapier for simple glue, Make for visual mid-complexity, n8n for code or control.

22 MIN
Nested brass frames. Thesis: CONNECT N8N WEBSITE CRM EMAIL. Automation

How do I connect n8n to my website, CRM, and email tools

Use a Form Trigger for humans, a Webhook for site events, and native or HTTP nodes for your CRM and email — then validate the schema before any write.

27 MIN
Two clipped paper packets. Thesis: GET STARTED N8N AS BEGINNER. Automation

How do I get started with n8n as a beginner

Start on n8n Cloud unless residency forces a box. Ship a webhook that writes nowhere money-adjacent, then attach one error workflow before invoices this week.

33 MIN
Amber node beads on a dark rail. Thesis: BUILD AI AUTOMATION ROADMAP BUSINESS. Automation

How do I build an AI automation roadmap for my business

Rank work by blast radius and hours saved, not agents. Inventory the week, score recovery, ship one live n8n path, then promote autonomy behind a gate.

28 MIN
A small text-file card with no glyphs. Thesis: BUILD CUSTOMER SERVICE CHATBOT WITHOUT. Automation

How do I build a customer service chatbot without coding

Build a FAQ-only customer chatbot with a helpdesk widget, n8n Chat Trigger, or Make. Escalate money and refunds to a human. Do not let the bot issue refunds.

34 MIN
A cracked amber fuse. Thesis: BROKE TRIED EVALUATE AI AGENT. AI Agents

What broke when I tried to evaluate an AI agent in production

Production eval failed on four fronts: no gold labels, biased samples, judge drift, eval tools that wrote. Isolate the harness before you trust the live score.

29 MIN
A violet ring. Thesis: BUILD EVALUATOR BEFORE AGENT. AI Agents

Build the Evaluator Before the Agent

If the judge shares the worker's context, you are grading your own homework. Build criteria, evidence, and ceilings first — then grant real tool autonomy.

22 MIN
A glowing answer pane with no glyphs. Thesis: CHATGPT SKIPS T CORROBORATE. AI Visibility

ChatGPT Skips You When It Can’t Corroborate You

ChatGPT recommends competitors when it can corroborate them and cannot build the same evidence trail for you — fix corroboration before writing more blogs.

19 MIN
A small stack of coins. Thesis: MOTION SYSTEMS SHIP GSAP SCROLL. Websites

Motion Systems That Ship: GSAP, Scroll, and the Budget That Keeps Them Alive

Award reels lie. Ship GSAP on a transform-only budget, tear down every trigger, and treat reduced-motion as a designed cut—not a late CSS kill switch.

18 MIN
A violet ring. Thesis: EVALUATOR PRODUCT. AI Agents

The Evaluator Is the Product

Agent accuracy did not come from a better prompt or a bigger model. It came from separating the thing that does the work from the thing that judges it.

12 MIN
A small stack of coins. Thesis: KNOW IF AI AGENT ACTUALLY. AI Agents

How do I know if my AI agent is actually working

You know an AI agent is working when rewrite rate, policy denials, cost, and time-to-done hold. Thumbs and CSAT hide unpaid human editors on real writes.

25 MIN

What should I know about this archive page?

What is page 9 of Will's Journal?
Page 9 of Will's Journal is a later slice of the archive, not the hub. The writing is on AI visibility, automation, agents, and websites — from Spurlock Studios.
Where is the first page of Will's Journal?
The first page is the hub at /blog. This URL is a later page of the same journal; previous and next links move through the rest of the archive.
Is this a different journal than the hub?
No. This is the same Will's Journal from Spurlock Studios — page 9 of the archive, after the notes on the first page.