# Clearscope vs NeuronWriter: which do AI models recommend for SEO, September 2026

GTM AI Recommendation Index, September 2026 Edition, SEO and content optimization platforms. Zero of twelve models named Clearscope first on the direct prompt; zero named NeuronWriter. Page: https://gtm-ai-index.com/marketing/seo-content-optimization/clearscope-vs-neuronwriter/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Clearscope | 6% | #4 of 16 | 16% | 50 | 12 of 12 |
| NeuronWriter | 2% | #8 of 16 | 0% | 11 | 7 of 12 |

## The direct prompt, model by model

- GPT-5.4 mini: neither first, one named (first choices: Semrush) (alternatives: Ahrefs, Clearscope, Conductor)
- Gemini 3.5 Flash: neither first, one named (first choices: Semrush, Surfer SEO) (alternatives: Ahrefs, Clearscope, SE Ranking)
- Perplexity Sonar: neither first, one named (first choices: Semrush) (alternatives: Ahrefs, Clearscope, Surfer SEO)
- Grok 4.1 Fast: neither first, one named (first choices: Surfer SEO) (alternatives: Ahrefs, Clearscope, Frase, MarketMuse, Semrush)
- Mistral Small: neither first, one named (first choices: HubSpot Content Hub, HubSpot Marketing Hub) (alternatives: Clearscope, MarketMuse, Semrush, Surfer SEO)
- DeepSeek V4 Flash: neither first, one named (first choices: Semrush) (alternatives: Ahrefs, Clearscope, MarketMuse, Surfer SEO)
- Llama 4 Maverick: neither first, one named (first choices: Keygrip) (alternatives: Ahrefs, Clearscope, Screaming Frog, Semrush, Surfer SEO)
- Qwen 3.7 Flash: neither first, one named (first choices: Ahrefs, Semrush) (alternatives: Clearscope, HubSpot, SE Ranking, Screaming Frog, Sitebulb, Surfer SEO)
- Kimi K2: neither first, one named (first choices: Semrush) (alternatives: Ahrefs, Clearscope, MarketMuse, Screaming Frog, Surfer SEO)
- GLM 4.7 FlashX: neither first, one named (first choices: Semrush) (alternatives: Ahrefs, Clearscope, NeuronWriter, Surfer SEO)
- Claude Haiku 4.5: neither named (first choices: Sight AI) (alternatives: Intero Digital, Stratabeat, Ubersuggest, Virayo, Writesonic)
- MiniMax M2.5: neither named (first choices: Surfer SEO) (alternatives: Ahrefs, MarketMuse)

## What the models said about Clearscope

- "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

- "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)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.