Semrush's AI Visibility Toolkit and Peec AI are both built to measure whether ChatGPT, Gemini, Perplexity and Google's AI Overviews name and cite your business — and both do that well, with real strengths of their own, increasingly reaching into content and publishing too. The Ranking Factory closes the loop itself: it turns one measured gap into evidence from your own pages, videos and confirmed words, publishes it, ties the live page back to the gap it closed, and re-asks the same question later to check whether it worked — with a sample size behind every number.
Others can take you from data to recommendations — and, increasingly, into content workflows of their own. The Ranking Factory closes the measurement loop itself, the same way every time:
Every step is something the product does today, not a roadmap — the chart below says what enforces each one, and where a comparable tool stands on it.
"Yes" and "No" are shown only where a company's own current pages state it directly. "Not stated" means we could not confirm it from what they publish — not that they lack it. Scroll sideways on a small screen; the feature column stays put.
This reflects Semrush's and Peec AI's own public pages as of September 2026 — not their private roadmaps, and not the older self-serve tiers some third-party review sites still describe. If we've mischaracterised anything here, tell us and we'll fix it.
Grounded in your material, not what already ranks
What a page says about the business comes only from its own pages, videos and the owner's confirmed words - and a rewrite that claims anything they do not support is held for the owner instead of going live. That's a different starting point from drafting to the structural pattern of sources AI already trusts - a sensible way to earn citations quickly, and the one Peec's own published example uses. Ours starts from what the business itself can prove, and won't invent a claim to fill the gap.
A canonical page on your own site
One address stating what the business is, rewritten whenever the entity changes, refused under 150 readable words. Not something either of the two we compared describes on its own pages.
Every rate carries its sample size
A 95% confidence range and the sample size behind every rate, Google AI Overviews measured as their own surface, and nothing unmeasured shown as a zero. Semrush's own help centre agrees no platform can give exact numbers on visibility; neither of the two we compare states a confidence interval or sample size on the pages we read.
Read by default, write when you say so
Eleven read tools over MCP on every plan, Starter included; a separate write scope you opt into yourself, with a per-project boundary, a rate limit and an audit trail of every attempt — done, refused or failed.
Starter is $49 a month, self-serve, no sales call — see exactly what that includes in the entry price row above.
The Ranking Factory measures whether AI names and cites your business, same as the tools above — then writes the missing evidence only from material that's actually yours, publishes it to your own site, ties it back to the gap it closed, and re-asks the same question later to check whether it worked.
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