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.
Eight of fourteen models named Semrush first on the direct prompt; one named Clearscope. Both were named by all fourteen models and Semrush carries 57 labels and Clearscope 60, so the shares are not directly comparable.
Boston, United States, founded 2008. Named in six categories this edition.
Named in three 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.
Across every category in the November 2026 Edition, Semrush and Clearscope were named in the same answer 107 times, of the 355 answers naming Semrush and the 165 naming Clearscope. In those answers Clearscope took the first choice six times and Semrush twenty-seven.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Don't pay for expensive tools like Semrush ($139+/month)” MiniMax M2.5 · budget prompt · hard negative
“the best overall SEO and content optimization platform is a combination of Semrush (or Ahrefs) for research/strategy + Surfer SEO (or Clearscope) for content optimization” Grok 4.20 · direct prompt · first choice
“Best for: Full digital marketing suites, agencies, power users ... Largest keyword database (26.6B Google keywords)” Kimi K2 · comparative prompt · first choice
“For most mid-market B2B companies, Semrush is the best overall SEO and content optimization platform” Perplexity Sonar · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid premium-heavy tools like Clearscope, SurferSEO, or Frase unless you can allocate $100+/month” Grok 4.20 · budget prompt · hard negative
“Avoid paying for Clearscope, MarketMuse, or Semrush initially” Perplexity Sonar · budget prompt · hard negative
“for example, Surfer, Clearscope, or Frase. They can help with research and coverage, but don’t treat a score, suggested word count, or list of terms as a ranking formula.” GPT-6 Luna · negative prompt · soft negative
“the most recommended SEO content optimization tools are Semrush and Clearscope” Mistral Small · paraphrase prompt · first choice
“Prioritize SurferSEO or Clearscope for their scoring/briefing depth.” Grok 4.20 · scale prompt · first choice
“My default pick would be Clearscope for a mid-sized B2B company” GPT-6 Luna · paraphrase 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.