I’ve been revisiting a few AI-assisted content workflows on smaller affiliate sites over the last couple of months, and the results have been a bit more nuanced than the usual “AI scales content” claims you see everywhere.

What I’m seeing so far:

– **AI drafts are fine for structure, but weak on differentiation**
– They can produce decent outlines, FAQs, and first-pass product comparisons.
– But if you publish them as-is, the pages tend to blend together and underperform.
– The sites that are doing better seem to add real-world context, tighter intent matching, and more internal linking.

– **Internal linking is still one of the easiest wins**
– On one site, I reorganized the cluster structure around a few money pages and supporting informational posts.
– No dramatic content overhaul, just better linking and anchor text cleanup.
– That alone improved crawl consistency and helped a few pages move from page 2 to low page 1.

– **Automation helps most in the boring parts**
– I’m using automation more for:
– content briefs
– SERP extraction
– keyword grouping
– internal link suggestions
– update reminders
– I’m still not convinced fully automated publishing is a good idea unless the niche is very forgiving.

– **Affiliate monetization depends more on page intent than volume**
– A lot of people still chase output volume, but the pages that convert usually match a very specific commercial intent.
– “Best X for Y” pages still work, but only if they’re actually useful and not just generic listicles.

– **GEO is becoming harder to ignore**
– I’m seeing more traffic patterns where content needs to answer the query very directly and cleanly.
– Pages that are overly fluffy or “SEO-written” seem to struggle more.
– That makes me think content optimization is shifting a bit toward clarity and entity coverage rather than just keyword density.

A few questions for the group:

1. Are you still publishing AI-assisted content at scale, or have you shifted to a more manual review process?
2. Has anyone seen a measurable lift from better internal linking alone?
3. For affiliate sites, are you optimizing more for classic Google rankings or for GEO-style answer visibility?
4. What’s your current workflow for making AI content less generic