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    <title>DEV Community: Time LLC</title>
    <description>The latest articles on DEV Community by Time LLC (@time20260320).</description>
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      <title>I Used Codex to Build, Structure, Validate, and Deploy an SEO Glossary</title>
      <dc:creator>Time LLC</dc:creator>
      <pubDate>Mon, 11 May 2026 23:19:37 +0000</pubDate>
      <link>https://dev.to/time20260320/i-used-codex-to-build-structure-validate-and-deploy-an-seo-glossary-71</link>
      <guid>https://dev.to/time20260320/i-used-codex-to-build-structure-validate-and-deploy-an-seo-glossary-71</guid>
      <description>&lt;p&gt;I recently ran a small experiment with Codex that changed how I think about website production.&lt;/p&gt;

&lt;p&gt;The goal was not just to generate content.&lt;/p&gt;

&lt;p&gt;The goal was to see whether AI could help operate the website production workflow itself.&lt;/p&gt;

&lt;p&gt;In this experiment, I used Codex to build an SEO glossary for Time Columns, an owned media site operated by Time LLC.&lt;/p&gt;

&lt;p&gt;The first version included:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;572 terms&lt;/li&gt;
&lt;li&gt;26 glossary pages&lt;/li&gt;
&lt;li&gt;category classification&lt;/li&gt;
&lt;li&gt;short definitions&lt;/li&gt;
&lt;li&gt;HTML generation&lt;/li&gt;
&lt;li&gt;internal link checks&lt;/li&gt;
&lt;li&gt;sitemap updates&lt;/li&gt;
&lt;li&gt;GitHub push&lt;/li&gt;
&lt;li&gt;Cloudflare Pages deployment&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;From implementation to validation and deployment, it took about 95 minutes.&lt;/p&gt;

&lt;p&gt;That is not just faster writing.&lt;/p&gt;

&lt;p&gt;That is a different production model.&lt;/p&gt;

&lt;h2&gt;
  
  
  The usual website production workflow
&lt;/h2&gt;

&lt;p&gt;A typical website production workflow often starts with structure.&lt;/p&gt;

&lt;p&gt;You prepare a spreadsheet.&lt;br&gt;&lt;br&gt;
You define the sitemap.&lt;br&gt;&lt;br&gt;
You decide CMS fields.&lt;br&gt;&lt;br&gt;
You organize drafts and categories.&lt;br&gt;&lt;br&gt;
Then you move everything into the website.&lt;/p&gt;

&lt;p&gt;The usual flow looks something like this:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;Spreadsheet
→ Sitemap
→ CMS structure
→ Draft management
→ HTML / CMS implementation
→ Validation
→ Deployment
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This approach is still useful, especially for large projects.&lt;/p&gt;

&lt;p&gt;But it also creates many handoffs.&lt;/p&gt;

&lt;p&gt;Planning moves to writing.&lt;br&gt;&lt;br&gt;
Writing moves to design.&lt;br&gt;&lt;br&gt;
Design moves to coding.&lt;br&gt;&lt;br&gt;
Coding moves to CMS entry.&lt;br&gt;&lt;br&gt;
CMS entry moves to checking.&lt;br&gt;&lt;br&gt;
Checking moves to deployment.&lt;/p&gt;

&lt;p&gt;Each step may be simple, but every handoff adds time.&lt;/p&gt;
&lt;h2&gt;
  
  
  What I tried instead
&lt;/h2&gt;

&lt;p&gt;This time, I tried the opposite direction.&lt;/p&gt;

&lt;p&gt;Instead of preparing the perfect spreadsheet first, I started with the website.&lt;/p&gt;

&lt;p&gt;I provided Codex with a list of terms and the purpose of the glossary.&lt;/p&gt;

&lt;p&gt;The purpose was not to create a dictionary.&lt;/p&gt;

&lt;p&gt;The purpose was to create SEO entry points inside the site.&lt;/p&gt;

&lt;p&gt;From there, Codex helped with:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;grouping terms into categories&lt;/li&gt;
&lt;li&gt;removing duplicates&lt;/li&gt;
&lt;li&gt;writing concise definitions&lt;/li&gt;
&lt;li&gt;generating glossary pages&lt;/li&gt;
&lt;li&gt;updating related links&lt;/li&gt;
&lt;li&gt;checking internal links&lt;/li&gt;
&lt;li&gt;updating &lt;code&gt;sitemap.xml&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;preparing changes for GitHub&lt;/li&gt;
&lt;li&gt;deploying through Cloudflare Pages&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The workflow became closer to this:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;Term list
→ AI categorization
→ HTML pages
→ Link validation
→ Sitemap update
→ GitHub push
→ Cloudflare Pages deployment
→ Structured data extraction afterward
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The interesting part is that the structured data could also be recreated afterward from the published HTML.&lt;/p&gt;

&lt;p&gt;So the direction was reversed.&lt;/p&gt;

&lt;p&gt;The website came first.&lt;br&gt;&lt;br&gt;
The structured data came later.&lt;/p&gt;

&lt;h2&gt;
  
  
  This was not just AI writing content
&lt;/h2&gt;

&lt;p&gt;Most discussions about AI and websites still focus on writing.&lt;/p&gt;

&lt;p&gt;Can AI write blog posts?&lt;br&gt;&lt;br&gt;
Can AI generate landing page copy?&lt;br&gt;&lt;br&gt;
Can AI rewrite SEO articles?&lt;/p&gt;

&lt;p&gt;Those are useful questions, but they are not the most interesting part.&lt;/p&gt;

&lt;p&gt;In this experiment, AI was not only writing text.&lt;/p&gt;

&lt;p&gt;It was helping connect writing, structure, implementation, validation, and deployment into one continuous workflow.&lt;/p&gt;

&lt;p&gt;That is where the leverage appears.&lt;/p&gt;

&lt;h2&gt;
  
  
  The human role still mattered
&lt;/h2&gt;

&lt;p&gt;This was not “AI decides everything.”&lt;/p&gt;

&lt;p&gt;The first attempt to let AI choose all the terms by itself produced something too thin and scattered.&lt;/p&gt;

&lt;p&gt;The useful version started when I provided the term list and the direction.&lt;/p&gt;

&lt;p&gt;The human role was still essential:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;deciding the purpose&lt;/li&gt;
&lt;li&gt;choosing the theme&lt;/li&gt;
&lt;li&gt;defining what the glossary was for&lt;/li&gt;
&lt;li&gt;judging whether the categories made sense&lt;/li&gt;
&lt;li&gt;correcting the structure&lt;/li&gt;
&lt;li&gt;deciding when it was good enough to publish&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;AI handled execution.&lt;/p&gt;

&lt;p&gt;But the concept came from the human side.&lt;/p&gt;

&lt;p&gt;That distinction matters.&lt;/p&gt;

&lt;p&gt;AI can move fast, but it needs direction.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why this matters for web development
&lt;/h2&gt;

&lt;p&gt;For content-heavy websites, the bottleneck is often not the HTML itself.&lt;/p&gt;

&lt;p&gt;The bottleneck is the workflow around it.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Who prepares the content?&lt;/li&gt;
&lt;li&gt;Who defines the structure?&lt;/li&gt;
&lt;li&gt;Who updates the CMS?&lt;/li&gt;
&lt;li&gt;Who checks the links?&lt;/li&gt;
&lt;li&gt;Who updates the sitemap?&lt;/li&gt;
&lt;li&gt;Who deploys?&lt;/li&gt;
&lt;li&gt;Who fixes small issues afterward?&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;AI can reduce the friction between these steps.&lt;/p&gt;

&lt;p&gt;It does not remove the need for planning.&lt;/p&gt;

&lt;p&gt;But it changes how much planning has to happen before anything can be published.&lt;/p&gt;

&lt;p&gt;For owned media, FAQ sites, glossaries, documentation sites, and SEO content structures, this is important.&lt;/p&gt;

&lt;p&gt;A website can be built, validated, reorganized, and expanded much more quickly than before.&lt;/p&gt;

&lt;h2&gt;
  
  
  The bigger shift
&lt;/h2&gt;

&lt;p&gt;The real change is not that AI makes web pages faster.&lt;/p&gt;

&lt;p&gt;The real change is that AI lowers the cost of restructuring.&lt;/p&gt;

&lt;p&gt;That changes how we think about websites.&lt;/p&gt;

&lt;p&gt;A site no longer has to be perfectly designed as a database before publishing.&lt;/p&gt;

&lt;p&gt;It can be grown first, then reorganized as the structure becomes clearer.&lt;/p&gt;

&lt;p&gt;AI makes that kind of operation much easier.&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;AI is often described as a writing assistant.&lt;/p&gt;

&lt;p&gt;But that description is too small.&lt;/p&gt;

&lt;p&gt;In this experiment, Codex helped build pages, organize categories, check internal links, update the sitemap, push to GitHub, and deploy through Cloudflare Pages.&lt;/p&gt;

&lt;p&gt;The website production workflow did not simply become faster.&lt;/p&gt;

&lt;p&gt;It started to move in the opposite direction.&lt;/p&gt;

&lt;p&gt;Instead of preparing all structure first and publishing later, we can now publish, structure, validate, and reorganize much more fluidly.&lt;/p&gt;

&lt;p&gt;Original article:&lt;br&gt;&lt;br&gt;
&lt;a href="https://column.time7.jp/en/column/ai-reverses-website-production-process/" rel="noopener noreferrer"&gt;https://column.time7.jp/en/column/ai-reverses-website-production-process/&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Time Glossary:&lt;br&gt;&lt;br&gt;
&lt;a href="https://column.time7.jp/en/glossary/" rel="noopener noreferrer"&gt;https://column.time7.jp/en/glossary/&lt;/a&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>webdev</category>
      <category>seo</category>
      <category>automation</category>
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