Surfer SEO vs SE Ranking
Gane, the publisher, sells software in this category. Every product here is measured by the same method as in every other category. How the conflict is handled.
Four of fourteen models named Surfer SEO first on the direct prompt; zero named SE Ranking. Surfer SEO was named by fourteen of the fourteen models and SE Ranking by eleven and Surfer SEO carries 63 labels and SE Ranking 23, so the shares are not directly comparable.
Named in four categories this edition.
United States, founded 2012. Named in six categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the SEO and content optimization platforms page.
By framing
Surfer SEOFirst choices, of fourteen modelsSE Ranking
Across every category in the November 2026 Edition, Surfer SEO and SE Ranking were named in the same answer fifty-five times, of the 193 answers naming Surfer SEO and the 100 naming SE Ranking. In those answers SE Ranking took the first choice thirteen times and Surfer SEO nine.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | | ||
| GPT-5.4 mini | | | | | ||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | | ||
| Grok 4.20 | | | | | | |
| Mistral Small | | | | | | |
| DeepSeek V4 Flash | | | | | ||
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | | | |
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | | | ||
| MiniMax M2.5 | | | | | ||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B | | | | | |
Surfer SEO SE Ranking first choice named as an alternative argued againstblank: not namedEach cell is one answer, Surfer SEO on the left and SE Ranking on the right.The direct prompt
Surfer SEO first, SE Ranking an alternative
4 of 14 modelsSE Ranking was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Surfer SEO19%#1 of 14SE Ranking14%#3 of 14Surfer SEO24%#1 of 14SE Ranking8%#5 of 14Surfer SEO0%#11 of 11SE Ranking0%#– of 11What the models said about Surfer SEO
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Avoid premium-heavy tools like Clearscope, SurferSEO, or Frase” Grok 4.20 · budget prompt · hard negative
“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 prompt · soft negative
“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 prompt · soft negative
“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 prompt · 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 prompt · 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 prompt · first choice
What the models said about SE Ranking
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“its current Core plan is $103.20/month billed annually, so it may not fit a tight budget” GPT-6 Luna · budget prompt · soft negative
“Safer starting points: Consider SE Ranking (budget-friendly all-in-one with good content features)” Grok 4.20 · negative prompt · first choice
“If you must choose only one platform to start, go with SE Ranking.” Qwen 3.7 Flash · budget prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.