Best SEO tools
33 products named in 120 answers across 4 wordings
In nearly every answer
Contested
How often 10 AI models recommend Surfer SEO, what they say about it, and who they recommend instead, on the 1 buying question where it came up.
Share of each model's answers that named it, at any position · The black tick marks the panel average
Tracked since October 25, 2026. Each time the panel answers these questions again, the change shows here.
Each model's one-line reason for recommending it, from its first answer
Strong on-page content optimization guided by top-ranking page analysis.
Useful content optimization workflows grounded in competitive search-result analysis.
Best-in-class on-page optimization tool for aligning content directly with top-ranking SERP competitors.
Popular AI-driven on-page optimization and SERP content scoring.
Data-driven content optimization aligned with top-ranking pages, excellent for writers.
Excellent on-page content optimization and SERP-driven briefs.
Leading content optimization tool with strong on-page recommendations.
Excellent content optimization against SERP data.
Best content optimization workflow with real-time SERP scoring.
AI-driven content optimization for ranking pages
Each question's products ranked by the share of all answers that named them, Surfer SEO highlighted.
33 products named in 120 answers across 4 wordings
In nearly every answer
Contested
Share of each model's answers on the question that named it · Hover a cell for the count
| Question | Claude Haiku 5.5 | GPT-6 Luna | Gemini 4 Argon | Qwen 3.8 Flash | DeepSeek V4 Pro | GLM-5.3 | Kimi K3 | MiniMax M3 | Mistral Large 4 | Nemotron 3 Ultra |
|---|---|---|---|---|---|---|---|---|---|---|
| Best SEO tools | 100 | 100 | 100 | 75 | 83 | 83 | 100 | 100 | 100 | 100 |
Share of answers that named it under each way of asking the question · Hover a cell for the exact wording
| Question | List request | Buyer asking for advice | Search query | Worth paying for? |
|---|---|---|---|---|
| Best SEO tools | 93 | 97 | 97 | 90 |
Against the products named most often on the same questions
Work on Surfer SEO? Get it tracked every month on the questions your buyers ask, or email sales@modelocracy.com.