NOTES & UPDATES
Field notes from the build.
Guides on Answer Engine Optimization, AI token economics, AI-first website development, and the practical work of migrating digital operations to frontier AI workflows.
Earlier entries
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Google Is Becoming an Answer Engine. AEO Is No Longer Optional.
On Tuesday at I/O 2026, Google announced what it called the biggest upgrade to its search box in 25 years. The redesigned search experience is built around AI-generated answers, custom interfaces that render inside the results page, and agents that read the web on your behalf. Search as a category is being replaced by something else, and that something else has a name we have been using for two years.
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Do You Actually Need a CMS Anymore?
Drupal, WordPress, Contentful, Sanity, Strapi, Webflow, Ghost. There is a small graveyard of admin panels I will never see again. The site you are reading does not have one. Not because we forgot, but because we no longer needed one.
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Local AI Is the Holy Grail. So Where Is It?
Imagine Claude 4.7 running on your Mac mini with no login, no subscription, no usage caps. Just there, all the time, yours. That is the dream. We’re not quite there yet. But we are closer than many people realize, and the gap is shrinking faster than anyone expected.
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Where Did the Interface Go?
AI products keep converging on the text box. What that says about UI, designers, and whether the personal computer is being quietly retired.
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What Is the Model Context Protocol (MCP), and How Is It Different from an API?
MCP is the standard Anthropic released in late 2024 for connecting AI to external tools. What it is, how it differs from an API, and what it changes for businesses.
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The Honest State of AI Agents in April 2026
What AI agents can actually do for a business today, what they can’t, and what’s coming in the next 6–12 months. A practical guide covering custom API agents, Claude Cowork, OpenClaw, and OpenAI agent mode.
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The Real Cost of an AI Employee: Why $100–$200 a Day Is the New Normal
The subsidized era is ending. Here is what autonomous AI agents actually cost when you pay for the compute, with real token math and dollar estimates.
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Further Thoughts on Measuring AEO
A deeper dive into the tools, gaps, and honest limitations of AEO analytics. Plus: what a dream measurement platform would look like if someone actually built it.
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What Does AI See When It Looks at Your Website?
We built a free tool to find out. Paste any URL, get a score out of 100 across six categories that predict whether AI answer engines can find and cite your content.
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How Do You Measure Answer Engine Optimization?
You optimized your content for AI. Now prove it’s working. Here’s the measurement playbook for a metric category that barely existed eighteen months ago.
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Yes, You Can Use Claude to Manage Your WordPress Site
If you are paying someone hundreds of dollars a month to update your WordPress site, there is a better way. Three ways, actually. Here is how to use Claude to take control of your own site, from simple content updates to a full migration off WordPress entirely.
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SEO Is Dead. Long Live AEO.
60% of Google searches now end without a click. Your customers are asking AI, and the AI recommends someone. Right now, it probably isn’t you. This is how you change that.
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The AI Glossary: 50+ Terms You Actually Need to Know
A plain-language guide to the AI terms you’re most likely to hear in conversations, news, and sales pitches. No computer science degree required.
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The Business Owner’s Guide to AI Token Economics
How to model, estimate, and control what AI actually costs when you move beyond the $20/month subscription.
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The AI Canon: Salient Texts of the Intelligence Era
A curated reading list of the papers, books, and cultural artifacts that define the AI era. Roughly 65 entries, all linked.
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New Guide: Build & Deploy a Professional Website with AI
A 21-page step-by-step guide to building and managing a professional website using plain English prompts. Two bucks. Could save you thousands.
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Our Tech Stack
A running list of every tool, framework, and service we use to build and operate arrowandbell.com.