I’ve been testing a few AI-assisted content workflows across two niche sites over the last few months, and I wanted to compare notes with people who are doing this in real projects rather than just talking theory.

My setup is fairly simple:

– AI is used for outlines, first drafts, and FAQ expansion
– I manually edit anything that is meant to rank for a real commercial keyword
– Internal linking is handled through a combination of manual planning and a lightweight automation layer
– I’m tracking a mix of informational and affiliate pages, mostly in low-to-mid competition niches

What I’m seeing is a bit mixed.

On the positive side, the workflow is clearly faster. I can publish more consistently, and the internal linking structure is much better than what I used to do manually when I was managing 100+ articles. Pages also seem to get discovered faster when the linking is planned properly from the start.

But I’m not convinced the AI side is giving any magical ranking lift on its own. In a couple of cases, pages that were fully optimized from a content perspective still underperformed until I tightened the internal link paths and improved intent matching. That makes me think the real gain is in system design, not in “AI writing” itself.

A few things I’m still unsure about:

1. **Does anyone see durable ranking gains from AI-assisted content after the initial indexing phase?**
I’m seeing some early movement, but stability is the real question.

2. **How are you handling internal linking at scale?**
Manual linking is still best, but it becomes painful once a site grows. I’m curious whether people are using spreadsheets, plugins, custom scripts, or just keeping the site small enough to manage.

3. **Has anyone found a reliable workflow for affiliate pages?**
For me, AI content works better on supporting articles than on money pages. The money pages still need more original input, especially around comparisons and recommendation logic.

4. **Are you doing anything different for GEO / AI search visibility?**
I’ve seen a lot of vague advice here, but not much that’s testable. I’m more interested in practical signals than buzzwords.

My current view is that AI is useful for scaling production, but the sites that are performing best still have three things in common:

– strong topical structure
– deliberate internal