NeuronWriter vs Frase
Zero of fourteen models named NeuronWriter first on the direct prompt; zero named Frase. NeuronWriter was named by seven of the fourteen models and Frase by twelve and NeuronWriter carries 10 labels and Frase 32, 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.
By framing
NeuronWriterFirst choices, of fourteen modelsFrase
Across every category in the October 2026 Edition, NeuronWriter and Frase were named in the same answer twenty-three times, of the 32 answers naming NeuronWriter and the 96 naming Frase. In those answers Frase took the first choice six times and NeuronWriter four.
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 4.1 Fast | | | | |||
| 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 | | | | |
NeuronWriter Frase first choice named as an alternative argued againstblank: not namedEach cell is one answer, NeuronWriter on the left and Frase on the right.The direct prompt
Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
13 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
NeuronWriter7%#5 of 12Frase3%#8 of 12NeuronWriter—not namedFrase0%#– of 11What the models said about NeuronWriter
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“NeuronWriter and alternatives with "Clean Record" ratings (Risk Score 7) appear to have fewer documented issues” Kimi K2 · negative prompt · first choice
“Best for Content Optimization: NeuronWriter ... NeuronWriter is the ultimate budget-friendly alternative.” Gemini 3.5 Flash · budget prompt · first choice
“Frase and NeuronWriter offer the best value for comprehensive content optimization on a tight budget.” Claude Haiku 4.5 · budget prompt · first choice
What the models said about Frase
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Be especially cautious with: Frase.io due to billing practices and lifetime deal issues” Kimi K2 · negative prompt · hard negative
“Content Optimization Suites (Frase, Surfer, Clearscope) ... They lack context.” Qwen 3.7 Flash · negative prompt · soft negative
“Examples: Surfer SEO, Frase, Clearscope (when relied on too heavily)” Gemini 3.5 Flash · negative prompt · soft negative
“"The best SEO content platform for a team that wants research, writing, publishing, and AI-search optimization in one connected loop is Frase"” Muse Glimmer 30B · comparative prompt · first choice
“The most affordable tool that combines research, brief generation, AI writing, and optimization... Frase and NeuronWriter offer the best value” Claude Haiku 4.5 · budget prompt · first choice
“or Frase Solo ~$15-39/mo if you want brief creation + AI-assisted drafting in one place” Muse Glimmer 30B · 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.