← All work

Case study

Search, AI Answers and a Staged AI Content Pipeline

Organic-first content strategy, adapted for AI search, plus a staged AI pipeline that researches, drafts and checks content across several sites.

Problem

Organic search was always the main way readers found the publications, but a weak result can mean many things: a weak idea, a weak draft, an aging page, a changed results page or a topic we shouldn’t own. Then AI-generated answers started changing how people discover and trust information. Separately, manual research, drafting, screenshots and CMS prep capped how fast a small team could produce review-ready drafts across several sites.

What I did

  • Search lifecycle: directed topic selection, audits, refreshes, pruning and internal linking across the portfolio, starting from search intent and a real reader problem.
  • Performance reviews: read traffic and engagement after publishing to tell demand problems from execution problems, then updated, consolidated or stopped.
  • AI search (AEO) approach: treat answer engines as a distribution and trust problem. Clear intent, clear entities, accurate steps and a real point of view make a page worth citing; undifferentiated AI pages don’t.
  • AI content pipeline: designed a staged system that runs discovery → duplicate check → research brief → draft → review and fact-check gates → visuals → WordPress. It produces drafts and stages the work so editorial standards are built into each step.

Results

  • Search stayed a core acquisition channel through multiple algorithm and distribution shifts; the network reached about 7–8 million monthly pageviews at peak.
  • Configured for 5 WordPress properties (Online Tech Tips, Help Desk Geek, Switching to Mac, The Back Room Tech and Xbox Advisor) with 9 controlled workflow stages.
  • About 1,206 articles published automatically so far: 875 through the content automation pipeline and 331 through the content refresh pipeline.

Not claimed: rankings, AI Overview / answer-engine citation counts, traffic lift from the pipeline or current traffic.

Related essay

Stack

WordPress REST API · GitHub Actions · Playwright + Sharp (per the AK Internet Consulting page)

Relevant skills

  • SEO
  • Analytics
  • Content lifecycle
  • Distribution
  • AEO
  • GEO
  • AI search
  • AI content operations

Related work