Startup & small team · Prompt 4 of 8 · July 2026

A real buyer question from the July 2026 snapshot, asked 3× to each of the three models. 9 answers recorded.

“Which site audit tool should a startup marketing team use?”

ChatGPT answered 3× this snapshot

Short answer: most startups should start with Ahrefs Webmaster Tools or Screaming Frog + Google Search Console, and only pay for something like Semrush or Ahrefs full suite once SEO becomes a serious growth channel. Here’s how to choose based on your situation: If you want free and solid basics Google Search Console – non-negotiable. Shows indexing, errors, queries, and real performance data. Ahrefs Webmaster Tools…

Named across its answers: 1. Ahrefs2. Screaming Frog3. Semrush4. Google Search Console5. SE Ranking

Verbatim excerpt from one collected ChatGPT answer; formatting flattened, words untouched.

Ahrefs and Semrush share complete coverage across all 9 answers, but Ahrefs edges ahead with a tighter average position of 2 versus Semrush's 2.6 and more first-place finishes (3 versus 2). Botify, Firecrawl, OnCrawl, and JetOctopus are invisible on this startup-framed question despite holding category rank, meaning AI models are filtering them out as enterprise tools unfit for small teams.

AI-generated read of the July 2026 measurements.

Who wins this question

Contested Consensus

All three models name Ahrefs, Screaming Frog, Semrush and Google Search Console on this question.

ChatGPT

Claude

Gemini mentioned · first · avg. pos

Ahrefs 111322323 9/9 · 3× first · #2

Semrush 442413212 9/9 · 2× first · #2.6

Screaming Frog 223231445 9/9 · 1× first · #2.9

Google Search Console 331441 6/9 · 2× first · #2.7

SE Ranking 5513 4/9 · 1× first · #3.5

Sitebulb 666 3/9 · never first · #6

Ubersuggest 55 2/9 · never first · #5

ContentKing 4 1/9 · never first · #4

Moz Pro 5 1/9 · never first · #5

Google PageSpeed Insights 5 1/9 · never first · #5

PageSpeed Insights 6 1/9 · never first · #6

Lumar 7 1/9 · never first · #7

Each square is one collected answer; the number is the brand's position in that answer. Lime = the very first recommendation. Unlinked brands were named by the models here but sit outside this category's published top 15 overall. Never mentioned here: Botify, Firecrawl, OnCrawl, JetOctopus, Browserless, Apify, Beam Us Up.