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.
Zero of fourteen models named NeuronWriter first on the direct prompt; zero named Frase. NeuronWriter was named by eleven of the fourteen models and Frase by fourteen and NeuronWriter carries 16 labels and Frase 42, so the shares are not directly comparable.
Named in one category 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, NeuronWriter and Frase were named in the same answer twenty-eight times, of the 33 answers naming NeuronWriter and the 102 naming Frase. In those answers Frase took the first choice seven times and NeuronWriter five.
| 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. Three of four in this category shown.
“The best SEO and content optimization platform for a company with a limited budget is NEURONwriter, which starts at $19/month.” Llama 4 Maverick · budget prompt · first choice
“If your budget is under $20/mo and you want to write content that ranks: Go with NeuronWriter” Gemini 3.5 Flash · budget prompt · first choice
“For a limited budget, I'd pick NEURONwriter if content optimization is a major priority.” GPT-6 Luna · budget 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” Grok 4.20 · 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
“Frase has no backlink analysis, technical SEO auditing, or AI writing, so you'd need additional tools for comprehensive SEO work.” Claude Haiku 4.5 · negative prompt · soft negative
“Best Overall for Budget: Frase is the most affordable tool that combines research, brief generation, AI writing, and optimization” Claude Haiku 4.5 · budget prompt · first choice
“Content Workflow: Frase or Surfer (research → brief → write → optimize)” GLM 4.7 FlashX · comparative prompt · first choice
“NeuronWriter and Frase are the best choices for a limited budget” Mistral Small · 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.