Clearscope 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.
One of fourteen models named Clearscope first on the direct prompt; zero named SE Ranking. Clearscope was named by fourteen of the fourteen models and SE Ranking by eleven and Clearscope carries 60 labels and SE Ranking 23, so the shares are not directly comparable.
Named in three 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
ClearscopeFirst choices, of fourteen modelsSE Ranking
Across every category in the November 2026 Edition, Clearscope and SE Ranking were named in the same answer forty-nine times, of the 165 answers naming Clearscope and the 100 naming SE Ranking. In those answers SE Ranking took the first choice twelve times and Clearscope six.
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 | | | | | |
Clearscope SE Ranking first choice named as an alternative argued againstblank: not namedEach cell is one answer, Clearscope on the left and SE Ranking on the right.The direct prompt
Clearscope first, SE Ranking not the choice
1 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
10 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
SE Ranking14%#3 of 14Clearscope4%#9 of 14Clearscope12%#3 of 14SE Ranking8%#5 of 14Clearscope6%#5 of 11SE Ranking0%#– of 11What the models said about Clearscope
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
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.