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; one named Conductor. Clearscope was named by fourteen of the fourteen models and Conductor by eleven and Clearscope carries 60 labels and Conductor 19, so the shares are not directly comparable.
Named in three categories this edition.
New York City, United States, founded 2006. Named in two 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, Clearscope and Conductor were named in the same answer fifty-four times, of the 165 answers naming Clearscope and the 146 naming Conductor. In those answers Conductor took the first choice twenty times and Clearscope six.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Avoid for Mid-Market: BrightEdge/Conductor (enterprise pricing, $1K+/month, too complex)” Grok 4.20 · direct prompt · hard negative
“certain enterprise SEO platforms like Conductor or BrightEdge) are sometimes criticized for not delivering value commensurate with their price tags” Mistral Small · negative prompt · soft negative
“the best choice is usually Conductor if your priority is a unified SEO + content optimization workflow” GPT-5.4 mini · direct prompt · first choice
“#1 first-choice share among enterprise B2B buyers; API-based; no published pricing” DeepSeek V4 Flash · scale 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.