Models
18
Median model time
1h 11m
Total model time
33h 50m
Total end-to-end time
79h 0m

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. Llama 4 Maverick (non-thinking): 16m 16s. 28s per round · 1,132 calls. View results for Llama 4 Maverick (non-thinking)
  2. 2. Grok 4.5 (high): 40m 43s. 1m 10s per round · 564 calls. View results for Grok 4.5 (high)
  3. 3. Claude Opus 5 (high): 42m 27s. 1m 13s per round · 467 calls. View results for Claude Opus 5 (high)
  4. 4. Gemini 3.7 Flash (high): 44m 51s. 1m 17s per round · 525 calls. View results for Gemini 3.7 Flash (high)
  5. 5. GPT-5.6 Luna (high): 45m 12s. 1m 17s per round · 653 calls. View results for GPT-5.6 Luna (high)
  6. 6. Claude Sonnet 5 (high): 49m 5s. 1m 24s per round · 551 calls. View results for Claude Sonnet 5 (high)
  7. 7. gpt-oss-120B (high): 53m 48s. 1m 32s per round · 490 calls. View results for gpt-oss-120B (high)
  8. 8. Gemini 3.6 Flash (high): 1h 9m. 1m 59s per round · 625 calls. View results for Gemini 3.6 Flash (high)
  9. 9. Claude Fable 5 (high): 1h 9m. 1m 59s per round · 457 calls. View results for Claude Fable 5 (high)
  10. 10. Gemini 3.8 Flash (high): 1h 14m. 2m 6s per round · 495 calls. View results for Gemini 3.8 Flash (high)
  11. 11. GPT-5.6 Sol (high): 1h 19m. 2m 16s per round · 539 calls. View results for GPT-5.6 Sol (high)
  12. 12. GPT-6 Astra (high): 1h 35m. 2m 42s per round · 561 calls. View results for GPT-6 Astra (high)
  13. 13. Grok 4.6 (high): 1h 49m. 3m 8s per round · 535 calls. View results for Grok 4.6 (high)
  14. 14. Claude Fable 5.1 (high): 1h 55m. 3m 17s per round · 458 calls. View results for Claude Fable 5.1 (high)
  15. 15. Ox Alpha (high): 3h 3m. 5m 14s per round · 648 calls. View results for Ox Alpha (high)
  16. 16. GPT-5 Nano (medium): 3h 14m. 5m 32s per round · 575 calls. View results for GPT-5 Nano (medium)
  17. 17. Kimi K3 (high): 4h 2m. 6m 54s per round · 479 calls. View results for Kimi K3 (high)
  18. 18. Mistral Medium 3.5 (high): 8h 29m. 14m 32s per round · 733 calls. View results for Mistral Medium 3.5 (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. Llama 4 Maverick (non-thinking): 1h 53m. 3m 14s per round · 16m 16s model time. View results for Llama 4 Maverick (non-thinking)
  2. 2. Claude Opus 5 (high): 2h 4m. 3m 33s per round · 42m 27s model time. View results for Claude Opus 5 (high)
  3. 3. gpt-oss-120B (high): 2h 13m. 3m 49s per round · 53m 48s model time. View results for gpt-oss-120B (high)
  4. 4. Grok 4.5 (high): 2h 15m. 3m 51s per round · 40m 43s model time. View results for Grok 4.5 (high)
  5. 5. Claude Sonnet 5 (high): 2h 16m. 3m 52s per round · 49m 5s model time. View results for Claude Sonnet 5 (high)
  6. 6. Claude Fable 5 (high): 2h 40m. 4m 34s per round · 1h 9m model time. View results for Claude Fable 5 (high)
  7. 7. Gemini 3.7 Flash (high): 2h 40m. 4m 35s per round · 44m 51s model time. View results for Gemini 3.7 Flash (high)
  8. 8. GPT-5.6 Luna (high): 2h 47m. 4m 47s per round · 45m 12s model time. View results for GPT-5.6 Luna (high)
  9. 9. Gemini 3.6 Flash (high): 2h 52m. 4m 55s per round · 1h 9m model time. View results for Gemini 3.6 Flash (high)
  10. 10. Gemini 3.8 Flash (high): 2h 53m. 4m 56s per round · 1h 14m model time. View results for Gemini 3.8 Flash (high)
  11. 11. GPT-5.6 Sol (high): 2h 57m. 5m 3s per round · 1h 19m model time. View results for GPT-5.6 Sol (high)
  12. 12. Claude Fable 5.1 (high): 3h 24m. 5m 50s per round · 1h 55m model time. View results for Claude Fable 5.1 (high)
  13. 13. Grok 4.6 (high): 4h 40m. 8m 0s per round · 1h 49m model time. View results for Grok 4.6 (high)
  14. 14. GPT-5 Nano (medium): 4h 55m. 8m 26s per round · 3h 14m model time. View results for GPT-5 Nano (medium)
  15. 15. Kimi K3 (high): 5h 17m. 9m 3s per round · 4h 2m model time. View results for Kimi K3 (high)
  16. 16. Ox Alpha (high): 7h 33m. 12m 57s per round · 3h 3m model time. View results for Ox Alpha (high)
  17. 17. GPT-6 Astra (high): 10h 41m. 18m 19s per round · 1h 35m model time. View results for GPT-6 Astra (high)
  18. 18. Mistral Medium 3.5 (high): 14h 58m. 25m 40s per round · 8h 29m model time. View results for Mistral Medium 3.5 (high)
Time comparison
Model-time rank
Rank 1Llama 4 Maverick (non-thinking)M-000916m 16s1h 53m28s0.9s1,132
Rank 2Grok 4.5 (high)M-000840m 43s2h 15m1m 10s4.3s564
Rank 3Claude Opus 5 (high)M-000642m 27s2h 4m1m 13s5.5s467
Rank 4Gemini 3.7 Flash (high)M-001644m 51s2h 40m1m 17s5.1s525
Rank 5GPT-5.6 Luna (high)M-000145m 12s2h 47m1m 17s4.2s653
Rank 6Claude Sonnet 5 (high)M-000549m 5s2h 16m1m 24s5.3s551
Rank 7gpt-oss-120B (high)M-000253m 48s2h 13m1m 32s6.6s490
Rank 8Gemini 3.6 Flash (high)M-00041h 9m2h 52m1m 59s6.6s625
Rank 9Claude Fable 5 (high)M-00141h 9m2h 40m1m 59s9.1s457
Rank 10Gemini 3.8 Flash (high)M-00211h 14m2h 53m2m 6s8.9s495
Rank 11GPT-5.6 Sol (high)M-00101h 19m2h 57m2m 16s8.8s539
Rank 12GPT-6 Astra (high)M-00221h 35m10h 41m2m 42s10s561
Rank 13Grok 4.6 (high)M-00151h 49m4h 40m3m 8s12s535
Rank 14Claude Fable 5.1 (high)M-00201h 55m3h 24m3m 17s15s458
Rank 15Ox Alpha (high)M-00173h 3m7h 33m5m 14s17s648
Rank 16GPT-5 Nano (medium)M-00033h 14m4h 55m5m 32s20s575
Rank 17Kimi K3 (high)M-00074h 2m5h 17m6m 54s30s479
Rank 18Mistral Medium 3.5 (high)M-00128h 29m14h 58m14m 32s42s733
Rank 1Llama 4 Maverick (non-thinking)parasail16m 16sModel time
End-to-end time
1h 53m
Model time / round
28s
Open model results.
Rank 2Grok 4.5 (high)xai40m 43sModel time
End-to-end time
2h 15m
Model time / round
1m 10s
Open model results.
Rank 3Claude Opus 5 (high)anthropic42m 27sModel time
End-to-end time
2h 4m
Model time / round
1m 13s
Open model results.
Rank 4Gemini 3.7 Flash (high)google-ai-studio44m 51sModel time
End-to-end time
2h 40m
Model time / round
1m 17s
Open model results.
Rank 5GPT-5.6 Luna (high)openai45m 12sModel time
End-to-end time
2h 47m
Model time / round
1m 17s
Open model results.
Rank 6Claude Sonnet 5 (high)anthropic49m 5sModel time
End-to-end time
2h 16m
Model time / round
1m 24s
Open model results.
Rank 7gpt-oss-120B (high)cerebras53m 48sModel time
End-to-end time
2h 13m
Model time / round
1m 32s
Open model results.
Rank 8Gemini 3.6 Flash (high)google-vertex1h 9mModel time
End-to-end time
2h 52m
Model time / round
1m 59s
Open model results.
Rank 9Claude Fable 5 (high)anthropic1h 9mModel time
End-to-end time
2h 40m
Model time / round
1m 59s
Open model results.
Rank 10Gemini 3.8 Flash (high)google-ai-studio1h 14mModel time
End-to-end time
2h 53m
Model time / round
2m 6s
Open model results.
Rank 11GPT-5.6 Sol (high)openai1h 19mModel time
End-to-end time
2h 57m
Model time / round
2m 16s
Open model results.
Rank 12GPT-6 Astra (high)openai1h 35mModel time
End-to-end time
10h 41m
Model time / round
2m 42s
Open model results.
Rank 13Grok 4.6 (high)xai1h 49mModel time
End-to-end time
4h 40m
Model time / round
3m 8s
Open model results.
Rank 14Claude Fable 5.1 (high)anthropic1h 55mModel time
End-to-end time
3h 24m
Model time / round
3m 17s
Open model results.
Rank 15Ox Alpha (high)stealth3h 3mModel time
End-to-end time
7h 33m
Model time / round
5m 14s
Open model results.
Rank 16GPT-5 Nano (medium)openai3h 14mModel time
End-to-end time
4h 55m
Model time / round
5m 32s
Open model results.
Rank 17Kimi K3 (high)moonshotai4h 2mModel time
End-to-end time
5h 17m
Model time / round
6m 54s
Open model results.
Rank 18Mistral Medium 3.5 (high)mistral8h 29mModel time
End-to-end time
14h 58m
Model time / round
14m 32s
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.