I’ve been testing a few AI-assisted internal linking workflows on a couple of niche sites over the last few months, and I’m curious whether others are seeing anything similar.

The short version: I do think AI can help with internal linking, but the results seem a lot less dramatic than some tool vendors claim. In my experience, the biggest win is not “more links = better rankings,” but rather faster identification of relevant link opportunities across older content that would otherwise get ignored.

What I’ve tried so far:

– Using AI to scan existing articles and suggest contextual internal links
– Running link insertion on a small set of informational posts first
– Comparing manually added links vs. AI-suggested links
– Tracking changes in crawl depth, impressions, and a few mid-tail rankings

A few observations:

1. AI suggestions are often directionally right, but not always semantically useful
It’s usually good at finding topical overlap, but it still misses nuance. For example, it will happily suggest a link just because two pages share a keyword, even when the intent is slightly different and the link feels forced.

2. The best results came from updating older pages with weak internal coverage
Pages that already had some traction seemed to benefit more than brand-new posts. I suspect that’s because the pages were already indexed and had enough context for the links to matter.

3. Over-automation gets messy fast
Once you start inserting links at scale, you can end up with repetitive anchors or unnatural link density. I had to cap the number of links per article and manually review anything that looked borderline.

4. I’m not convinced internal links alone explain the movement
In a couple of cases, rankings improved after linking changes, but those pages also got small content refreshes around the same time. So I’m treating the gains as correlated, not proven.

Where I’m at now:
I think AI-assisted internal linking is useful as a workflow accelerator, especially for larger sites with lots of orphaned or underlinked content. But I wouldn’t trust it as a fully hands-off ranking strategy.

Curious what others are seeing:
– Are you using AI for internal linking in production?
– Do you review suggestions manually or let the system auto-insert?
– Have you seen measurable SEO impact, or is it mostly a time-saver?
– Any tools/workflows you’d actually