Models
21
Median model time
40m 43s
Total model time
19h 29m
Total end-to-end time
136h 10m

Model time

Model time across the run.

Each bar is the total time of all calls to the tested model, as reported by the provider. Shorter is faster. This is not the total benchmark runtime.

Model time · lower is fasterSelect a model row to view its results
  1. 1. Grok 4.7 (high): 20m 31s. 41s per round · 689 calls. View results for Grok 4.7 (high)
  2. 2. Gemini 3.7 Flash (high): 25m 46s. 52s per round · 525 calls. View results for Gemini 3.7 Flash (high)
  3. 3. Claude Sonnet 5.5 (high): 27m 34s. 55s per round · 562 calls. View results for Claude Sonnet 5.5 (high)
  4. 4. GPT-6 Sol (high): 32m 3s. 1m 4s per round · 571 calls. View results for GPT-6 Sol (high)
  5. 5. gpt-oss-120B (high): 32m 30s. 1m 5s per round · 662 calls. View results for gpt-oss-120B (high)
  6. 6. GPT-6 Luna (high): 35m 28s. 1m 11s per round · 659 calls. View results for GPT-6 Luna (high)
  7. 7. MiniMax M3 (high): 35m 46s. 1m 12s per round · 890 calls. View results for MiniMax M3 (high)
  8. 8. Claude Opus 5.5 (high): 38m 35s. 1m 17s per round · 479 calls. View results for Claude Opus 5.5 (high)
  9. 9. Claude Haiku 5.5 (high): 39m 28s. 1m 19s per round · 625 calls. View results for Claude Haiku 5.5 (high)
  10. 10. GPT-6.1 Sol (high): 40m 2s. 1m 20s per round · 486 calls. View results for GPT-6.1 Sol (high)
  11. 11. GPT-6 Astra (high): 40m 43s. 1m 21s per round · 440 calls. View results for GPT-6 Astra (high)
  12. 12. Claude Opus 5 (high): 41m 2s. 1m 22s per round · 570 calls. View results for Claude Opus 5 (high)
  13. 13. GPT-5.6 Luna (high): 41m 23s. 1m 23s per round · 658 calls. View results for GPT-5.6 Luna (high)
  14. 14. Gemini 3.8 Flash (high): 51m 12s. 1m 42s per round · 476 calls. View results for Gemini 3.8 Flash (high)
  15. 15. GLM-5.3-Flash (high): 51m 31s. 1m 43s per round · 720 calls. View results for GLM-5.3-Flash (high)
  16. 16. Muse Wonder (high): 53m 29s. 1m 47s per round · 618 calls. View results for Muse Wonder (high)
  17. 17. GPT-5.6 Sol (high): 57m 25s. 1m 55s per round · 571 calls. View results for GPT-5.6 Sol (high)
  18. 18. Gemini 4 Argon (high): 1h 6m. 2m 12s per round · 440 calls. View results for Gemini 4 Argon (high)
  19. 19. Claude Fable 5.1 (high): 1h 19m. 2m 39s per round · 481 calls. View results for Claude Fable 5.1 (high)
  20. 20. Muse Spark 1.3 Contributor (high): 2h 33m. 5m 6s per round · 580 calls. View results for Muse Spark 1.3 Contributor (high)
  21. 21. Grok 4.6 (high): 3h 25m. 6m 51s per round · 544 calls. View results for Grok 4.6 (high)

End-to-end time

End-to-end benchmark time.

Each bar is the clock time from start to finish of the run. It includes model calls, answer checks, web search, and waiting for provider rate limits, so it says more about the test setup than about the model. It is sorted, not ranked.

End-to-end time · lower is fasterSelect a model row to view its results
  1. 1. GPT-6 Sol (high): 1h 37m. 3m 14s per round · 32m 3s model time. View results for GPT-6 Sol (high)
  2. 2. Gemini 3.7 Flash (high): 1h 53m. 3m 47s per round · 25m 46s model time. View results for Gemini 3.7 Flash (high)
  3. 3. GPT-6 Luna (high): 1h 54m. 3m 48s per round · 35m 28s model time. View results for GPT-6 Luna (high)
  4. 4. Claude Sonnet 5.5 (high): 1h 57m. 3m 55s per round · 27m 34s model time. View results for Claude Sonnet 5.5 (high)
  5. 5. GPT-6 Astra (high): 1h 58m. 3m 56s per round · 40m 43s model time. View results for GPT-6 Astra (high)
  6. 6. Gemini 4 Argon (high): 2h 18m. 4m 36s per round · 1h 6m model time. View results for Gemini 4 Argon (high)
  7. 7. Muse Wonder (high): 2h 24m. 4m 48s per round · 53m 29s model time. View results for Muse Wonder (high)
  8. 8. Claude Haiku 5.5 (high): 2h 40m. 5m 20s per round · 39m 28s model time. View results for Claude Haiku 5.5 (high)
  9. 9. gpt-oss-120B (high): 2h 53m. 5m 46s per round · 32m 30s model time. View results for gpt-oss-120B (high)
  10. 10. GLM-5.3-Flash (high): 2h 58m. 5m 56s per round · 51m 31s model time. View results for GLM-5.3-Flash (high)
  11. 11. Gemini 3.8 Flash (high): 2h 58m. 5m 56s per round · 51m 12s model time. View results for Gemini 3.8 Flash (high)
  12. 12. Claude Fable 5.1 (high): 3h 8m. 6m 17s per round · 1h 19m model time. View results for Claude Fable 5.1 (high)
  13. 13. Claude Opus 5.5 (high): 3h 51m. 7m 41s per round · 38m 35s model time. View results for Claude Opus 5.5 (high)
  14. 14. Grok 4.7 (high): 4h 41m. 9m 22s per round · 20m 31s model time. View results for Grok 4.7 (high)
  15. 15. Grok 4.6 (high): 7h 2m. 14m 3s per round · 3h 25m model time. View results for Grok 4.6 (high)
  16. 16. GPT-6.1 Sol (high): 8h 6m. 16m 12s per round · 40m 2s model time. View results for GPT-6.1 Sol (high)
  17. 17. MiniMax M3 (high): 8h 54m. 17m 48s per round · 35m 46s model time. View results for MiniMax M3 (high)
  18. 18. GPT-5.6 Sol (high): 9h 2m. 18m 4s per round · 57m 25s model time. View results for GPT-5.6 Sol (high)
  19. 19. GPT-5.6 Luna (high): 9h 38m. 19m 17s per round · 41m 23s model time. View results for GPT-5.6 Luna (high)
  20. 20. Claude Opus 5 (high): 20h 9m. 40m 18s per round · 41m 2s model time. View results for Claude Opus 5 (high)
  21. 21. Muse Spark 1.3 Contributor (high): 36h 7m. 1h 12m per round · 2h 33m model time. View results for Muse Spark 1.3 Contributor (high)
Time comparison
Model-time rank
Rank 1Grok 4.7 (high)M-002720m 31s4h 41m41s1.8s689
Rank 2Gemini 3.7 Flash (high)M-001625m 46s1h 53m52s2.9s525
Rank 3Claude Sonnet 5.5 (high)M-003227m 34s1h 57m55s2.9s562
Rank 4GPT-6 Sol (high)M-002932m 3s1h 37m1m 4s3.4s571
Rank 5gpt-oss-120B (high)M-000232m 30s2h 53m1m 5s2.9s662
Rank 6GPT-6 Luna (high)M-002835m 28s1h 54m1m 11s3.2s659
Rank 7MiniMax M3 (high)M-002435m 46s8h 54m1m 12s2.4s890
Rank 8Claude Opus 5.5 (high)M-003038m 35s3h 51m1m 17s4.8s479
Rank 9Claude Haiku 5.5 (high)M-003539m 28s2h 40m1m 19s3.8s625
Rank 10GPT-6.1 Sol (high)M-003140m 2s8h 6m1m 20s4.9s486
Rank 11GPT-6 Astra (high)M-002240m 43s1h 58m1m 21s5.6s440
Rank 12Claude Opus 5 (high)M-000641m 2s20h 9m1m 22s4.3s570
Rank 13GPT-5.6 Luna (high)M-000141m 23s9h 38m1m 23s3.8s658
Rank 14Gemini 3.8 Flash (high)M-002151m 12s2h 58m1m 42s6.5s476
Rank 15GLM-5.3-Flash (high)M-002351m 31s2h 58m1m 43s4.3s720
Rank 16Muse Wonder (high)M-003353m 29s2h 24m1m 47s5.2s618
Rank 17GPT-5.6 Sol (high)M-001057m 25s9h 2m1m 55s6.0s571
Rank 18Gemini 4 Argon (high)M-00341h 6m2h 18m2m 12s9.0s440
Rank 19Claude Fable 5.1 (high)M-00201h 19m3h 8m2m 39s9.9s481
Rank 20Muse Spark 1.3 Contributor (high)M-00262h 33m36h 7m5m 6s16s580
Rank 21Grok 4.6 (high)M-00153h 25m7h 2m6m 51s23s544
Rank 1Grok 4.7 (high)xai20m 31sModel time
End-to-end time
4h 41m
Model time / round
41s
Open model results.
Rank 2Gemini 3.7 Flash (high)google-ai-studio25m 46sModel time
End-to-end time
1h 53m
Model time / round
52s
Open model results.
Rank 3Claude Sonnet 5.5 (high)anthropic27m 34sModel time
End-to-end time
1h 57m
Model time / round
55s
Open model results.
Rank 4GPT-6 Sol (high)openai32m 3sModel time
End-to-end time
1h 37m
Model time / round
1m 4s
Open model results.
Rank 5gpt-oss-120B (high)cerebras32m 30sModel time
End-to-end time
2h 53m
Model time / round
1m 5s
Open model results.
Rank 6GPT-6 Luna (high)openai35m 28sModel time
End-to-end time
1h 54m
Model time / round
1m 11s
Open model results.
Rank 7MiniMax M3 (high)coreweave35m 46sModel time
End-to-end time
8h 54m
Model time / round
1m 12s
Open model results.
Rank 8Claude Opus 5.5 (high)anthropic38m 35sModel time
End-to-end time
3h 51m
Model time / round
1m 17s
Open model results.
Rank 9Claude Haiku 5.5 (high)anthropic39m 28sModel time
End-to-end time
2h 40m
Model time / round
1m 19s
Open model results.
Rank 10GPT-6.1 Sol (high)openai40m 2sModel time
End-to-end time
8h 6m
Model time / round
1m 20s
Open model results.
Rank 11GPT-6 Astra (high)openai40m 43sModel time
End-to-end time
1h 58m
Model time / round
1m 21s
Open model results.
Rank 12Claude Opus 5 (high)anthropic41m 2sModel time
End-to-end time
20h 9m
Model time / round
1m 22s
Open model results.
Rank 13GPT-5.6 Luna (high)openai41m 23sModel time
End-to-end time
9h 38m
Model time / round
1m 23s
Open model results.
Rank 14Gemini 3.8 Flash (high)google-ai-studio51m 12sModel time
End-to-end time
2h 58m
Model time / round
1m 42s
Open model results.
Rank 15GLM-5.3-Flash (high)z-ai51m 31sModel time
End-to-end time
2h 58m
Model time / round
1m 43s
Open model results.
Rank 16Muse Wonder (high)meta53m 29sModel time
End-to-end time
2h 24m
Model time / round
1m 47s
Open model results.
Rank 17GPT-5.6 Sol (high)openai57m 25sModel time
End-to-end time
9h 2m
Model time / round
1m 55s
Open model results.
Rank 18Gemini 4 Argon (high)google-vertex1h 6mModel time
End-to-end time
2h 18m
Model time / round
2m 12s
Open model results.
Rank 19Claude Fable 5.1 (high)anthropic1h 19mModel time
End-to-end time
3h 8m
Model time / round
2m 39s
Open model results.
Rank 20Muse Spark 1.3 Contributor (high)meta2h 33mModel time
End-to-end time
36h 7m
Model time / round
5m 6s
Open model results.
Rank 21Grok 4.6 (high)xai3h 25mModel time
End-to-end time
7h 2m
Model time / round
6m 51s
Open model results.

Models rank by model time. The end-to-end chart is only sorted by duration, because answer checks and rate limits dominate it.