SemrushvsSurfer SEO
How 10 AI models weigh Semrush against Surfer SEO on the 1 buying question where both came up.
- Semrush
- 100%of answers named it
- Surfer SEO
- 94%of answers named it
- Placed higher
- 40–0times Semrush vs Surfer SEO, over 40 model rankings that listed either
- Models leaning
- 10–0toward Semrush 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
| Model | Semrush | Surfer SEO | Placed higher | Leans |
|---|---|---|---|---|
| Claude Haiku 5.5 | 100% | 100% | 4–0 | Semrush |
| GPT-6 Luna | 100% | 100% | 4–0 | Semrush |
| Gemini 4 Argon | 100% | 100% | 4–0 | Semrush |
| Qwen 3.8 Flash | 100% | 75% | 4–0 | Semrush |
| DeepSeek V4 Pro | 100% | 83% | 4–0 | Semrush |
| GLM-5.3 | 100% | 83% | 4–0 | Semrush |
| Kimi K3 | 100% | 100% | 4–0 | Semrush |
| MiniMax M3 | 100% | 100% | 4–0 | Semrush |
| Mistral Large 4 | 100% | 100% | 4–0 | Semrush |
| Nemotron 3 Ultra | 100% | 100% | 4–0 | Semrush |
What the models say about Semrush
One reason per model, from the shared questions
- Claude Haiku 5.5
Comprehensive suite covering keywords, audits, competitor analysis, and rank tracking.
- GPT-6 Luna
Best all-around suite, combining keyword research, competitive intelligence, audits, and reporting.
- Gemini 4 Argon
The most comprehensive all-in-one suite covering SEO, paid search, and competitor intelligence.
- Qwen 3.8 Flash
Broadest all-in-one SEO plus competitor and content marketing toolkit.
- DeepSeek V4 Pro
Comprehensive keyword research and competitor analysis with excellent site audit features.
- GLM-5.3
All-in-one suite with strong competitor intelligence and PPC data.
- Kimi K3
Comprehensive toolkit excelling at competitor research and keyword tracking.
- MiniMax M3
Strong suite covering keyword, competitor, and technical SEO.
- Mistral Large 4
Unmatched competitive intelligence and PPC research alongside SEO features.
- Nemotron 3 Ultra
All-in-one SEO, PPC, and competitive intelligence suite
What the models say about Surfer SEO
One reason per model, from the shared questions
- Claude Haiku 5.5
Strong on-page content optimization guided by top-ranking page analysis.
- GPT-6 Luna
Useful content optimization workflows grounded in competitive search-result analysis.
- Gemini 4 Argon
Best-in-class on-page optimization tool for aligning content directly with top-ranking SERP competitors.
- Qwen 3.8 Flash
Popular AI-driven on-page optimization and SERP content scoring.
- DeepSeek V4 Pro
Data-driven content optimization aligned with top-ranking pages, excellent for writers.
- GLM-5.3
Excellent on-page content optimization and SERP-driven briefs.
- Kimi K3
Leading content optimization tool with strong on-page recommendations.
- MiniMax M3
Excellent content optimization against SERP data.
- Mistral Large 4
Best content optimization workflow with real-time SERP scoring.
- Nemotron 3 Ultra
AI-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
| Question | Semrush | Surfer SEO |
|---|---|---|
| Best SEO tools | 100% #1 | 94% #4 |