SEO and content optimization platforms · September 2026 Edition
Clearscope vs NeuronWriter
Zero of twelve models named Clearscope first on the direct prompt; zero named NeuronWriter. Clearscope was named by twelve of the twelve models and NeuronWriter by seven and Clearscope carries 50 labels and NeuronWriter 11, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category this edition.
First-choice share6%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate16%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#8A position in a field of 16; printed, not drawn.
Labels5011A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Clearscope reading right to left. Rank and label count are printed, not drawn.Surfer SEO was named alongside these two in ten of the twelve direct answers. Surfer SEO vs Clearscope · Surfer SEO vs NeuronWriter · Semrush vs Clearscope
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 twelve models made each the first choice, per way of asking, and how many argued against it.
ClearscopeFirst choices, of twelve modelsNeuronWriter
Direct00
Paraphrase201 against Clearscope
Comparative001 against Clearscope
Budget-constrained013 against Clearscope
Scale-constrained10
Negative103 against Clearscope
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.
Every model, every framing
The seventy-two answers behind the chart above, one cell each: where Clearscope and NeuronWriter stood in it.
| 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 | | |
Clearscope NeuronWriter first choice named as an alternative argued againstblank: not namedEach cell is one answer, Clearscope on the left and NeuronWriter on the right.The direct prompt
The plain question, one answer per model, grouped by where Clearscope and NeuronWriter stood in it.
Neither was the first choice, one was named
10 of 12 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniSemrush alternatives: Ahrefs, Clearscope, Conductor
Gemini 3.5 FlashSemrush, Surfer SEO alternatives: Ahrefs, Clearscope, SE Ranking
Perplexity SonarSemrush alternatives: Ahrefs, Clearscope, Surfer SEO
Grok 4.1 FastSurfer SEO alternatives: Ahrefs, Clearscope, Frase, MarketMuse, Semrush
Mistral SmallHubSpot Content Hub, HubSpot Marketing Hub alternatives: Clearscope, MarketMuse, Semrush, Surfer SEO
DeepSeek V4 FlashSemrush alternatives: Ahrefs, Clearscope, MarketMuse, Surfer SEO
Llama 4 MaverickKeygrip alternatives: Ahrefs, Clearscope, Screaming Frog, Semrush, Surfer SEO
Qwen 3.7 FlashAhrefs, Semrush alternatives: Clearscope, HubSpot, SE Ranking, Screaming Frog, Sitebulb, Surfer SEO
Kimi K2Semrush alternatives: Ahrefs, Clearscope, MarketMuse, Screaming Frog, Surfer SEO
GLM 4.7 FlashXSemrush alternatives: Ahrefs, Clearscope, NeuronWriter, Surfer SEO
Neither was named
2 of 12 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Sight AI alternatives: Intero Digital, Stratabeat, Ubersuggest, Virayo, Writesonic
MiniMax M2.5Surfer SEO alternatives: Ahrefs, MarketMuse
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
NeuronWriter leads by four points.
NeuronWriter8%#5 of 13Clearscope4%#8 of 13Mid-marketThe figures above
The order flips: Clearscope leads at mid-market.
Clearscope6%#4 of 16NeuronWriter2%#8 of 16Enterprise
Clearscope leads by two points.
Clearscope2%#6 of 13NeuronWriter0%#– of 13What 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.
“Clearscope ($129+/mo) — enterprise-grade pricing” DeepSeek V4 Flash · budget prompt · hard negative
“$189-350/month; extremely high price for solo users; no free trial; limited to content optimization only” Kimi K2 · negative prompt · soft negative
“premium content editors (like Clearscope or Surfer SEO) often start around $100 to $140+ per month” Gemini 3.5 Flash · budget prompt · soft negative
“Semrush Enterprise (~$18K/yr) + Clearscope or Surfer (~$1\u2013$15K/yr) for a cost-effective, comprehensive stack” DeepSeek V4 Flash · scale prompt · first choice
“I'd usually recommend Clearscope if your main goal is to improve content quality and search performance” GPT-5.4 mini · paraphrase prompt · first choice
“Legitimate paid tools: Surfer SEO, Clearscope, RankUp (with proper trials)” Mistral Small · negative prompt · first choice
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.
“Best Overall for Content Optimization: NeuronWriter ... is the clear winner” Gemini 3.5 Flash · budget prompt · first choice
“Budget-Focused Approach: NEURONwriter (from $19/month) — provides content analysis + AI drafting” GLM 4.7 FlashX · direct prompt · alternative
“NeuronWriter at $23/month or Frase at $39/month are the standout budget choices” DeepSeek V4 Flash · budget prompt · alternative
Also compared
Surfer SEO vs ClearscopeSurfer SEO vs NeuronWriterSemrush vs ClearscopeSemrush vs NeuronWriterUbersuggest vs ClearscopeUbersuggest vs NeuronWriterClearscope vs SE RankingClearscope vs AhrefsClearscope vs FraseSE Ranking vs NeuronWriterAhrefs vs NeuronWriterFrase vs NeuronWriterAll twenty-eight head-to-head pages and the full SEO standing
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.