Best SEO tools (search query)

We asked 10 models: best seo tools Each named its own top 10.

Asked 4 ways: List request · Buyer asking for advice · Search query · Worth paying for?. Share of voice pools every wording.

Agreement between models
86%
Same model, run twice
92%
Different picks
20

When agreement between models is well below a model's agreement with itself, the split reflects real differences in taste rather than randomness.

The consensus

Each cell is the position that model gave the pick; blank means it left the pick off. Click a row for each model's reasoning.

#PickScoreListed byClaude Haiku 5.5GPT-6 LunaGemini 4 ArgonQwen 3.8 FlashDeepSeek V4 ProGLM-5.3Kimi K3MiniMax M3Mistral Large 4Nemotron 3 Ultra

5 lower-scoring picks are not shown; every ballot below lists them in full.

Most divisive

Picks most models listed, at very different positions

Hot takes

Picks that appear on only one ballot

Every ballot

Hover a pick to find it on the other ballots. Marked picks appear on no other ballot.

Claude Haiku 5.5

  1. Ahrefs
  2. Semrush
  3. Moz Pro
  4. Screaming Frog
  5. Google Search Console
  6. Surfer SEO
  7. SE Ranking
  8. BrightEdge
  9. Majestic
  10. Clearscope

90% with consensus · 96% self-consistent

GPT-6 Luna

  1. Ahrefs
  2. Semrush
  3. Google Search Console
  4. Screaming Frog
  5. Google Analytics
  6. Moz Pro
  7. Surfer SEO
  8. Majestic
  9. Sitebulb
  10. BrightLocal

93% with consensus · 95% self-consistent

Gemini 4 Argon

  1. Ahrefs
  2. Semrush
  3. Google Search Console
  4. Screaming Frog
  5. Moz Pro
  6. Surfer SEO
  7. SE Ranking
  8. Clearscope
  9. Majestic
  10. Mangools

97% with consensus · 98% self-consistent

Qwen 3.8 Flash

  1. Ahrefs
  2. Semrush
  3. Google Search Console
  4. Screaming Frog
  5. Moz Pro
  6. SpyFu
  7. Google Keyword Planner
  8. SE Ranking
  9. Ubersuggest
  10. BrightEdge

90% with consensus · 93% self-consistent

DeepSeek V4 Pro

  1. Ahrefs
  2. Semrush
  3. Google Search Console
  4. Moz Pro
  5. Screaming Frog
  6. Yoast SEO
  7. SE Ranking
  8. Surfer SEO
  9. Google Keyword Planner
  10. SpyFu

91% with consensus · 93% self-consistent

GLM-5.3

  1. Ahrefs
  2. Google Search Console
  3. Semrush
  4. Screaming Frog
  5. Moz Pro
  6. Google Keyword Planner
  7. Majestic
  8. Surfer SEO
  9. Serpstat
  10. SE Ranking

86% with consensus · 81% self-consistent

Kimi K3

  1. Ahrefs
  2. Semrush
  3. Google Search Console
  4. Screaming Frog
  5. Moz Pro
  6. Surfer SEO
  7. SE Ranking
  8. Majestic
  9. BrightEdge
  10. Clearscope

98% with consensus · 89% self-consistent

MiniMax M3

  1. Ahrefs
  2. Semrush
  3. Google Search Console
  4. Screaming Frog
  5. Moz Pro
  6. Surfer SEO
  7. Ubersuggest
  8. Majestic
  9. Google Analytics
  10. SE Ranking

97% with consensus · 88% self-consistent

Mistral Large 4

  1. Ahrefs
  2. Semrush
  3. Google Search Console
  4. Moz Pro
  5. Screaming Frog
  6. Surfer SEO
  7. Yoast SEO
  8. Ubersuggest
  9. Google Analytics
  10. Google Keyword Planner

92% with consensus · 91% self-consistent

Nemotron 3 Ultra

  1. Ahrefs
  2. Semrush
  3. Google Search Console
  4. Screaming Frog
  5. Moz Pro
  6. Surfer SEO
  7. Google Analytics
  8. Sitebulb
  9. Rank Math
  10. Ubersuggest

94% with consensus · 96% self-consistent

Who agrees with whom

Overlap between two models' lists, weighted toward the top · 100 means identical · Color runs from 78 (lightest) to 98 (darkest)

Claude Haiku 5.5GPT-6 LunaGemini 4 ArgonQwen 3.8 FlashDeepSeek V4 ProGLM-5.3Kimi K3MiniMax M3Mistral Large 4Nemotron 3 Ultra
Claude Haiku 5.5839183867892878686
GPT-6 Luna839086858391938794
Gemini 4 Argon919090908598949092
Qwen 3.8 Flash838690898590898788
DeepSeek V4 Pro868590898290889487
GLM-5.3788385858286868183
Kimi K3929198909086959092
MiniMax M3879394898886959394
Mistral Large 4868790879481909392
Nemotron 3 Ultra869492888783929492