Surfer SEOvsUbersuggest

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

Surfer SEO
94%of answers named it
Ubersuggest
19%of answers named it
Placed higher
38–1times Surfer SEO vs Ubersuggest, over 39 model rankings that listed either
Models leaning
10–0toward Surfer SEO vs Ubersuggest

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

ModelSurfer SEOUbersuggestPlaced higherLeans
Claude Haiku 5.5100%17%4–0Surfer SEO
GPT-6 Luna100%0%4–0Surfer SEO
Gemini 4 Argon100%8%4–0Surfer SEO
Qwen 3.8 Flash75%25%2–1Surfer SEO
DeepSeek V4 Pro83%0%4–0Surfer SEO
GLM-5.383%8%4–0Surfer SEO
Kimi K3100%17%4–0Surfer SEO
MiniMax M3100%50%4–0Surfer SEO
Mistral Large 4100%42%4–0Surfer SEO
Nemotron 3 Ultra100%25%4–0Surfer SEO

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

What the models say about Ubersuggest

One reason per model, from the shared questions

  • MiniMax M3Budget-friendly keyword and idea research.
  • Mistral Large 4Affordable, beginner-friendly tool with solid keyword and traffic data.

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

QuestionSurfer SEOUbersuggest
Best SEO tools94% #419% #15