Moz ProvsSurfer SEO
How 10 AI models weigh Moz Pro against Surfer SEO on the 1 buying question where both came up.
- Moz Pro
- 92%of answers named it
- Surfer SEO
- 94%of answers named it
- Placed higher
- 32–8times Moz Pro vs Surfer SEO, over 40 model rankings that listed either
- Models leaning
- 8–1toward Moz Pro vs Surfer SEO; 1 even
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 | Moz Pro | Surfer SEO | Placed higher | Leans |
|---|---|---|---|---|
| Claude Haiku 5.5 | 100% | 100% | 4–0 | Moz Pro |
| GPT-6 Luna | 92% | 100% | 4–0 | Moz Pro |
| Gemini 4 Argon | 75% | 100% | 1–3 | Surfer SEO |
| Qwen 3.8 Flash | 100% | 75% | 4–0 | Moz Pro |
| DeepSeek V4 Pro | 83% | 83% | 3–1 | Moz Pro |
| GLM-5.3 | 100% | 83% | 4–0 | Moz Pro |
| Kimi K3 | 92% | 100% | 3–1 | Moz Pro |
| MiniMax M3 | 75% | 100% | 3–1 | Moz Pro |
| Mistral Large 4 | 100% | 100% | 2–2 | Even |
| Nemotron 3 Ultra | 100% | 100% | 4–0 | Moz Pro |
What the models say about Moz Pro
One reason per model, from the shared questions
- Claude Haiku 5.5
Approachable keyword tracking, site audits, and domain authority metrics.
- GPT-6 Luna
Approachable SEO toolkit with useful rank tracking, link analysis, and site audits.
- Gemini 4 Argon
Approachable all-in-one platform featuring trusted domain metrics and helpful page optimization workflows.
- Qwen 3.8 Flash
Trusted Domain Authority metrics and beginner-friendly rank tracking.
- DeepSeek V4 Pro
Solid rank tracking and on-page optimization with a user-friendly interface for beginners.
- GLM-5.3
Reliable keyword research, audits, and the trusted DA metric.
- Kimi K3
Trusted metrics like Domain Authority with approachable interface.
- MiniMax M3
Reliable domain metrics and beginner-friendly tools.
- Mistral Large 4
Trusted domain authority metrics and beginner-friendly rank tracking.
- Nemotron 3 Ultra
Trusted domain authority metric and keyword tracking
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 | Moz Pro | Surfer SEO |
|---|---|---|
| Best SEO tools | 92% #5 | 94% #4 |