| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| SEO and content optimization platforms | Marketing | 3% | 7 of 78 | 17% | 42 | accepted challenger | =heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Competitive intelligence tools | Marketing | 0% | 16 of 86 | 26% | 19 | criticized challenger | |
| Content marketing platforms | Marketing | 0% | 24 of 135 | 0% | 10 | accepted challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Market intelligence platforms | GTM data and infrastructure | 0% | 131 of 172 | 33% | 3 | under 10 labels · led by Apollo.io at 17% | |
| Audience and consumer insights platforms | Marketing | 0% | 97 of 155 | 0% | 1 | under 10 labels · led by SparkToro at 19% | |
| Ecommerce marketing | Marketing | 0% | 66 of 115 | 0% | 1 | under 10 labels · led by HubSpot Marketing Hub at 38% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Web analytics | GTM data and infrastructure | 0% | 38 of 91 | 0% | 1 | under 10 labels · led by Google Analytics 4 at 57% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| SEO | 4% | 4% | =heldSince September 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 7 of 78, unchanged |
| Competitive intel | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 16 of 86, unchanged |
| Content marketing | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 20 → 24 of 135 |
| Market intelligence | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 131 of 172, unchanged |
| Audience insights | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 97 of 155, unchanged |
| Ecommerce marketing | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 76 → 66 of 115 |
| Web analytics | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 38 of 91, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 2 | 1 | 5 |
| GPT-5.4 mini | 0 | 1 | 0 | 2 | 3 |
| Gemini 3.5 Flash | 1 | 1 | 4 | 3 | 9 |
| Perplexity Sonar | 1 | 1 | 2 | 1 | 5 |
| Grok 4.1 Fast | 3 | 1 | 3 | 1 | 8 |
| Mistral Small | 1 | 1 | 2 | 0 | 4 |
| DeepSeek V4 Flash | 2 | 1 | 0 | 2 | 5 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 2 | 7 | 0 | 10 |
| Kimi K2 | 0 | 3 | 3 | 1 | 7 |
| GLM 4.7 FlashX | 2 | 2 | 3 | 1 | 8 |
| MiniMax M2.5 | 0 | 1 | 4 | 1 | 6 |
| GPT-6 Luna | 0 | 1 | 1 | 0 | 2 |
| Muse Glimmer 30B | 1 | 0 | 2 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“Prioritize: Ahrefs, SE Ranking, KWFinder (low complaint records), Frase, Clearscope for content optimization.” Grok 4.1 Fast · SEO · negative prompt · first choice
“Unmatched backlink analysis and a highly regarded "Content Explorer"... the most accurate backlink index.” Gemini 3.5 Flash · SEO · comparative prompt · first choice
“top picks like SEMrush (all-in-one), Surfer (content focus), Ahrefs (backlinks/research)” Grok 4.1 Fast · SEO · scale prompt · first choice
“For most mid-market B2B companies, Semrush or Ahrefs are the best starting points” Mistral Small · SEO · direct prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Ahrefs now offers AI content surfaces... they raise quality, originality, and brand-voice risks if teams over-rely on them.” GPT-5.4 mini · SEO · negative prompt · soft negative
“Tools like Semrush, Ahrefs, and SpyFu ... are not full competitive-intelligence platforms for sales enablement” Perplexity Sonar · Competitive intel · negative prompt · soft negative
“is expensive for multiple team members ($40-80 per month each) and lacks native keyword research capabilities” Claude Haiku 4.5 · SEO · negative prompt · soft negative
“highly critical of pricing models used by platforms like Ahrefs, where standard tasks...consume "credits"” Gemini 3.5 Flash · SEO · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 181 of the 205 answers that named Ahrefs and are not a share of its labels.
355 of the 386 domain citations in answers naming Ahrefs came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Glossary or explainer | 444 | 6 | 2026-09-03 | SEO | |
| Webinar or virtual event | 39 | undated | SEO | ||
| Blog | 30 | 17 | 2026-09-25 | SEO | |
| Conference or event | 11 | undated | SEO | ||
| Comparison | 5 | 4 | 2026-09-03 | ||
| News or press | 2 | undated | |||
| Case study | 1 | undated |
As the event pages on ahrefs.com state them, read September 28, 2026.
Every page ahrefs.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
Fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata · Crunchbase
What Ahrefs's own pages state, read September 28, 2026: ahrefs.com, trust.ahrefs.com. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Ahrefs's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Ahrefs, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Ahrefs by email, built from the raw record of the edition. It shows: