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SEO and content optimization platforms · November 2026 Edition

NeuronWriter vs Frase

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.

NeuronWriter

accepted challenger

Named in one category this edition.

Frase

accepted challenger

Named in three categories this edition.

First-choice share12%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%19%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 14; printed, not drawn.
Labels1642A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, NeuronWriter reading right to left. Rank and label count are printed, not drawn.Semrush was named alongside these two in twelve of the fourteen direct answers. Surfer SEO vs NeuronWriter · Surfer SEO vs Frase · Semrush vs NeuronWriter

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

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
NeuronWriterFirst choices, of fourteen modelsFrase
Direct00
Paraphrase01
Comparative01
Budget-constrained621 against Frase
Scale-constrained00
Negative017 against Frase
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

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.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where NeuronWriter and Frase stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
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

The plain question, one answer per model, grouped by where NeuronWriter and Frase stood in it.

Neither was the first choice, one was named

3 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashClearscope alternatives: Ahrefs, Conductor, Frase, MarketMuse, Semrush, Surfer SEO
Grok 4.20Semrush, Surfer SEO alternatives: Ahrefs, Clearscope, Frase, LowFruits, MarketMuse, RankUp, Search Atlas
MiniMax M2.5Ahrefs, Semrush alternatives: Clearscope, Frase, Surfer SEO

Neither was named

11 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Surfer SEO alternatives: Clearscope, MarketMuse, SE Ranking, Semrush
GPT-5.4 miniConductor alternatives: BrightEdge
Perplexity SonarSemrush alternatives: Ahrefs, Clearscope, Google Analytics 4, Google Search Console, HubSpot Marketing Hub, SE Ranking, Search Atlas
Mistral SmallSemrush alternatives: Ahrefs, HubSpot Marketing Hub, Surfer SEO
DeepSeek V4 FlashSemrush alternatives: Ahrefs, Clearscope, MarketMuse, Similarweb, Surfer SEO
Llama 4 MaverickSemrush
Qwen 3.7 FlashSemrush alternatives: Clearscope, HubSpot Content Hub, Surfer SEO, xSeek
Kimi K2Surfer SEO alternatives: Clearscope, MarketMuse, Semrush
GLM 4.7 FlashXSemrush alternatives: Ahrefs, Clearscope, Surfer SEO
GPT-6 LunaSemrush AI Visibility Toolkit alternatives: Clearscope, Conductor
Muse Glimmer 30BSurfer SEO alternatives: Clearscope, MarketMuse, Semrush

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

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Frase leads by five points.
Frase11%#4 of 14
NeuronWriter5%#6 of 14
The full small business standing →
Mid-marketThe figures above
The order flips: NeuronWriter leads at mid-market.
NeuronWriter12%#4 of 14
Frase6%#6 of 14
The full mid-market standing →
Enterprise
NeuronWriter is not named for this buyer.
Frase2%#7 of 11
NeuronWriter—not named
The full enterprise standing →

What 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.

“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

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.

“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
Also compared

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.