ClearscopevsSurfer SEO

How 10 AI models weigh Clearscope against Surfer SEO on the 1 buying question where both came up.

Clearscope
35%of answers named it
Surfer SEO
94%of answers named it
Placed higher
1–37times Clearscope vs Surfer SEO, over 38 model rankings that listed either
Models leaning
0–10toward Clearscope vs Surfer SEO

Which models prefer which

Share of each model's answers that named each product, and how often its ranking put one above the other (a product listed beats one left off) · On the 1 shared question, every wording

ModelClearscopeSurfer SEOPlaced higherLeans
Claude Haiku 5.550%100%0–4Surfer SEO
GPT-6 Luna25%100%0–4Surfer SEO
Gemini 4 Argon100%100%0–4Surfer SEO
Qwen 3.8 Flash0%75%0–2Surfer SEO
DeepSeek V4 Pro50%83%1–3Surfer SEO
GLM-5.30%83%0–4Surfer SEO
Kimi K350%100%0–4Surfer SEO
MiniMax M38%100%0–4Surfer SEO
Mistral Large 433%100%0–4Surfer SEO
Nemotron 3 Ultra33%100%0–4Surfer SEO

What the models say about Clearscope

One reason per model, from the shared questions

  • Claude Haiku 5.5Reliable content relevance and keyword optimization for editors.
  • Gemini 4 ArgonPremium content optimization with intuitive grading that writers and editors easily adopt.
  • DeepSeek V4 ProPremium content optimization with strong NLP analysis for topical depth and relevance.
  • Kimi K3Premium content optimization favored by editorial teams.
  • MiniMax M3Excellent content briefs and NLP-based optimization for writers.
  • Mistral Large 4Premium content intelligence; expensive but unmatched for enterprise content.

What the models say about Surfer SEO

One reason per model, from the shared questions

  • Claude Haiku 5.5Strong on-page content optimization guided by top-ranking page analysis.
  • GPT-6 LunaUseful content optimization workflows grounded in competitive search-result analysis.
  • Gemini 4 ArgonBest-in-class on-page optimization tool for aligning content directly with top-ranking SERP competitors.
  • Qwen 3.8 FlashPopular AI-driven on-page optimization and SERP content scoring.
  • DeepSeek V4 ProData-driven content optimization aligned with top-ranking pages, excellent for writers.
  • GLM-5.3Excellent on-page content optimization and SERP-driven briefs.
  • Kimi K3Leading content optimization tool with strong on-page recommendations.
  • MiniMax M3Excellent content optimization against SERP data.
  • Mistral Large 4Best content optimization workflow with real-time SERP scoring.
  • Nemotron 3 UltraAI-driven content optimization for ranking pages

Tracked since October 25, 2026. Each time the panel answers these questions again, both shares are added here.

Question by question

Share of all answers that named each, every wording pooled, with its place among every product named · Both-named questions first

QuestionClearscopeSurfer SEO
Best SEO tools35% #994% #4