Surfer SEO is an AI visibility and SEO content optimization platform for SEO specialists, content managers, marketing agencies and in-house teams who optimize content for search engines and AI search · surferseo.com ↗
Gane, the publisher, sells software in SEO, Content marketing, AI visibility and AI marketing agents, where this product is measured. It is measured there by the same method as every other product. How the conflict is handled.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Ranked first, contested: Semrush has 18%.
Ranked first, contested: Semrush has 20%. 4 of 14 models made it the first choice when asked directly.
Conductor is first at 50%.
“Surfer SEO is the default recommendation for most content teams because it balances on-page scoring, keyword research, and a content editor in one interface.”Claude Haiku 4.5 · Comparative question · first choice
“The best content marketing platform for a company with a limited budget is Surfer SEO, which offers good optimization at a lower cost, starting at $89/month.”Llama 4 Maverick · Budget-constrained question · first choice
“the consensus in 2025-2026 reviews is that Surfer SEO hits the best balance of price, on-page workflow and AI-assisted optimization”Muse Glimmer 30B · Direct question · first choice
“Surfer SEO is the consensus leader for mid-market companies that want AI-search visibility connected to content briefs”Claude Haiku 4.5 · Direct question · first choice
“Avoid premium-heavy tools like Clearscope, SurferSEO, or Frase”Grok 4.20 · Budget-constrained question · warning
“Content graders and brief builders—for example, Surfer, Clearscope, or Frase. They can help with research and coverage, but don’t treat a score... as a ranking formula.”GPT-6 Luna · Negative question · warning
“Surfer SEO is the mid-market benchmark for content optimization... For pure page-level NLP scoring, NeuronWriter is the direct, cheaper swap to Surfer.”Muse Glimmer 30B · Budget-constrained question · warning
“NLP Content Optimization Tools (e.g., Surfer SEO, Clearscope, Frase) ... Blindly following these scores often leads to keyword stuffing”Gemini 3.5 Flash · Negative question · warning
The products named in the same answers as Surfer SEO, over the 193 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 132 | 5 | Compare → | |
| 119 | 30 | Compare → | |
| 115 | 11 | Compare → | |
| 88 | 8 | Compare → | |
| 86 | 0 | View → | |
| 55 | 13 | Compare → | |
| 48 | 14 | Compare → | |
| 45 | 5 | View → | |
| 37 | 4 | View → | |
| 35 | 12 | View → |
What the models named instead of Surfer SEO →
A side-by-side page exists where both products are among a category's top eight.
Stated on Surfer SEO's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 169 of the 193 answers that named Surfer SEO and are not a share of its labels.
291 of the 323 domain citations in answers naming Surfer SEO came from a third party's page. Thirty-two were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 1 | 0 | 1 | 4 |
| GPT-5.4 mini | 1 | 2 | 0 | 1 | 4 |
| Gemini 3.5 Flash | 1 | 4 | 2 | 2 | 9 |
| Perplexity Sonar | 1 | 2 | 0 | 2 | 5 |
| Grok 4.20 | 2 | 2 | 1 | 2 | 7 |
| Mistral Small | 0 | 4 | 1 | 1 | 6 |
| DeepSeek V4 Flash | 1 | 3 | 1 | 0 | 5 |
| Llama 4 Maverick | 1 | 1 | 3 | 1 | 6 |
| Qwen 3.7 Flash | 1 | 4 | 1 | 1 | 7 |
| Kimi K2 | 2 | 2 | 1 | 1 | 6 |
| GLM 4.7 FlashX | 2 | 1 | 2 | 1 | 6 |
| MiniMax M2.5 | 0 | 3 | 0 | 0 | 3 |
| GPT-6 Luna | 0 | 1 | 0 | 1 | 2 |
| Muse Glimmer 30B | 2 | 1 | 3 | 2 | 8 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 256 | 166 | 2026-09-17 | SEO | |
| Conference or event | 30 | undated | SEO | ||
| Case study | 29 | 29 | 2026-09-09 | SEO | |
| Comparison | 11 | 5 | 2026-09-25 | ||
| Glossary or explainer | 11 | 2 | 2026-09-09 | SEO | |
| Template or tool | 2 | 2 | 2026-09-09 | SEO | |
| Webinar or virtual event | 1 | undated |
Every page surferseo.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.