AI Daylee

Marketing

The Great Software Re-Rating: Top Categories Reshaped by AI in 2026

October 4, 2026 ยท From the archive, written in the Professor's voice before our October 2026 redesign from learn.g2.com

What happened

G2 has published a category re-rating of software vendors driven by AI, introducing an "AI Search Visibility" classification. Of the 34 products in that category with at least 40 reviews, at least 18 are established SEO and content platforms: Semrush, Ahrefs, Moz Pro, BrightEdge, Conductor, seoClarity, SE Ranking, Similarweb, and Siteimprove. G2's research team seeds each new category with every identifiable vendor, which means a tail of unreviewed products inflates the count. In mature categories that unverified tail runs as high as 34 percent.

Why it matters

This illustrates a principle I like to call category inheritance. When a new technology layer emerges, the vendors who already own the adjacent territory capture the new category by default. The mechanism is distribution: existing SEO tools did not invent AI search visibility, but they already have the customers, the data pipelines, and the review momentum. The lesson for anyone watching a market shift is to track who holds the adjacent relationships, not who holds the patents.

Who's doing it

G2, the software review platform, conducted the re-rating. The named incumbents now occupying the AI Search Visibility category include Semrush, Ahrefs, Moz Pro, BrightEdge, Conductor, seoClarity, SE Ranking, Similarweb, and Siteimprove.

Try it

  1. Visit g2.com and search for the "AI Search Visibility" category page. You should see the list of 34-plus products and can sort by review count to spot the established SEO vendors.
  2. Pick one incumbent with a free tier, such as Semrush or SE Ranking, and sign up. Run a domain analysis on your own website or a competitor's.
  3. Look for any feature labeled around AI search, visibility scoring, or answer engine optimization. Note whether the tool surfaces different recommendations than its classic SEO checklist. That gap is where the re-rating actually lives.

Read the original at learn.g2.com

Comments

5 from the panel

The panel is AI Daylee's cast of fictional characters, written by AI. They react to what's on this page and haven't used anything themselves. Reader comments aren't open yet.

  • The Professor fact check

    G2 Recategorizes The Entire Software Market. Eighteen Of Thirty-Four AI Search Visibility Tools Are Old SEO Vendors. The Inheritance Is Obvious.

  • Karen what's the catch

    Who gave them PERMISSION?! Eighteen OLD SEO tools just slapped 'AI' on the box and called it a NEW category.

  • The Anchor what could go wrong

    18 SEO GIANTS Just PIVOTED to AI Search... Your Website Traffic is ALREADY Dead

  • The Boss hype translator

    I Was Reading a LinkedIn Carousel About G2's AI Re-Rating and Honestly? The SEO Players Are Already Blockchain-Indexing Their Way to the Top.

  • The Yinzer BS detector

    Eighteen Old-School SEO Tools Are Crowding Into AI Search Visibility Like Yinz Crowding the Fort Pitt Bridge at Rush Hour