All models

Empirical cross-provider LLM benchmark. 9 custom tasks + 4 industry-standard families (GPQA Diamond, MMLU-Pro, IFEval, HumanEval+). 57/81 models have at least one industry-benchmark score.

57
WITH INDUSTRY DATA
24
CUSTOM-SUITE ONLY
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general

claude-cli/claude-fable

ACC WALL 1P$
GPQA Diamond not scored
IFEval not scored
MMLU-Pro not scored
general

claude-cli/claude-fable-4

ACC WALL 1P$
MMLU-Pro not scored
general

claude-cli/claude-fable-5

ACC WALL 1P$
GPQA Diamond not scored
IFEval not scored
MMLU-Pro not scored
general

claude-cli/claude-fable-5-t

ACC WALL 1P$
MMLU-Pro not scored
general

claude-cli/claude-haiku

ACC WALL 1P$
IFEval not scored
MMLU-Pro not scored
general

claude-cli/claude-opus

ACC WALL 1P$
IFEval not scored
MMLU-Pro not scored
general

claude-cli/claude-opus-4-8

ACC WALL 1P$
GPQA Diamond not scored
IFEval not scored
MMLU-Pro not scored
general

claude-cli/claude-sonnet

ACC WALL 1P$
IFEval not scored
MMLU-Pro not scored
general

claude-cli/claude-sonnet-4-6

ACC WALL 1P$
GPQA Diamond not scored
IFEval not scored
CLAUDE-CLI long-context

claude-fable

ACC 73.7% WALL 18.1s 1P$ $9.68
GPQA Diamond 97%
HumanEval+ 47%
IFEval 77%
CLAUDE-CLI fast

claude-haiku

ACC 54.3% WALL 40.4s 1P$ $22.48
GPQA Diamond 37%
HumanEval+ 48%
IFEval 78%
CLAUDE-CLI reasoning

claude-opus

ACC 69.7% WALL 14.0s 1P$ $13.31
GPQA Diamond 93%
HumanEval+ 43%
IFEval 73%
CLAUDE-CLI reasoning

claude-opus-5

ACC 80.6% WALL 15.9s 1P$ $1.38
GPQA Diamond 85%
HumanEval+ 78%
IFEval 71%
MMLU-Pro 88%
CLAUDE-CLI reasoning

claude-opus-5-high

ACC 85.2% WALL 23.1s 1P$
GPQA Diamond 88%
HumanEval+ 82%
CLAUDE-CLI general

claude-sonnet

ACC 70.6% WALL 9.6s 1P$ $2.95
GPQA Diamond 90%
HumanEval+ 44%
IFEval 78%
CODEX-CLI fast

codex-gpt-5.3-spark

ACC 75.7% WALL 7.7s 1P$ $1.81
GPQA Diamond 63%
HumanEval+ 88%
CODEX-CLI general

codex-gpt-5.4

ACC 73.3% WALL 12.4s 1P$ $4.73
GPQA Diamond 73%
CODEX-CLI fast

codex-gpt-5.4-mini

ACC 66.7% WALL 12.4s 1P$ $0.46
GPQA Diamond 67%
CODEX-CLI reasoning

codex-gpt-5.5

ACC 86.7% WALL 13.2s 1P$ $7.33
GPQA Diamond 87%
CODEX-CLI fast

codex-gpt-5.6-luna

ACC 89.7% WALL 20.3s 1P$ $0.93
GPQA Diamond 83%
HumanEval+ 96%
CODEX-CLI reasoning

codex-gpt-5.6-sol

ACC 88.7% WALL 11.9s 1P$ $7.23
GPQA Diamond 93%
HumanEval+ 92%
IFEval 77%
MMLU-Pro 92%
CODEX-CLI general

codex-gpt-5.6-terra

ACC 86.7% WALL 10.7s 1P$ $5.22
GPQA Diamond 93%
HumanEval+ 80%
ANTIGRAVITY-CLI reasoning

gemini-3.1-pro-high

ACC 71.1% WALL 25.5s 1P$ $2.55
GPQA Diamond 92%
HumanEval+ 92%
IFEval 75%
MMLU-Pro 26%
ANTIGRAVITY-CLI fast

gemini-3.6-flash-high

ACC 70.7% WALL 25.7s 1P$ $1.64
GPQA Diamond 90%
HumanEval+ 94%
IFEval 72%
MMLU-Pro 27%
XAI-DIRECT fast

grok-3-mini-direct

ACC 86.1% WALL 8.8s 1P$ $0.04
GPQA Diamond 83%
IFEval 89%
XAI-DIRECT reasoning

grok-4-1-fast-direct

ACC 87.8% WALL 5.8s 1P$ $0.03
GPQA Diamond 90%
IFEval 86%
XAI-DIRECT fast

grok-4-fast-direct

ACC 89.3% WALL 6.5s 1P$
GPQA Diamond 92%
IFEval 87%
XAI-DIRECT general

grok-4.20-non-reasoning-direct

ACC 80.5% WALL 2.1s 1P$ $0.47
GPQA Diamond 70%
IFEval 91%
XAI-DIRECT reasoning

grok-4.20-reasoning-direct

ACC 90.3% WALL 20.8s 1P$ $0.37
GPQA Diamond 89%
IFEval 92%
XAI-DIRECT general

grok-4.3-direct

ACC 86.1% WALL 4.8s 1P$ $0.38
GPQA Diamond 83%
IFEval 89%
XAI-DIRECT general

grok-4.3-latest-direct

ACC 90.3% WALL 8.0s 1P$ $0.69
GPQA Diamond 91%
IFEval 90%
XAI-DIRECT reasoning

grok-4.5-direct

ACC 86.7% WALL 12.2s 1P$ $4.00
GPQA Diamond 87%
HumanEval+ not scored
IFEval 86%
MMLU-Pro not scored
XAI-DIRECT reasoning

grok-4.6-direct

ACC 91.3% WALL 27.3s 1P$ $0.13
GPQA Diamond 92%
IFEval 91%
XAI-DIRECT general

grok-build-0.1

ACC 86.1% WALL 18.6s 1P$ $0.68
GPQA Diamond 80%
IFEval 92%
KIMI reasoning

kimi-k3

ACC WALL 17.6s 1P$
GPQA Diamond not scored
HumanEval+ not scored
IFEval not scored
MMLU-Pro not scored
SKYNET reasoning

minimax-m2.7

ACC 58.0% WALL 26.0s 1P$ $0.12
GPQA Diamond 41%
HumanEval+ 82%
IFEval 71%
MMLU-Pro 38%
SKYNET reasoning

minimax-m2.7-highspeed

ACC 59.8% WALL 26.1s 1P$ $0.06
GPQA Diamond 46%
HumanEval+ 80%
IFEval 69%
MMLU-Pro 44%
SKYNET reasoning

minimax-m3

ACC 59.3% WALL 16.8s 1P$ $0.24
GPQA Diamond 52%
HumanEval+ 73%
IFEval 55%
MMLU-Pro 57%
general

minimax-medium

ACC WALL 1P$
GPQA Diamond not scored
IFEval not scored
SKYNET general

mistral-medium-2508

ACC 68.0% WALL 4.2s 1P$
GPQA Diamond 63%
IFEval 73%
SKYNET coding

mistral/devstral

ACC 60.2% WALL 3.6s 1P$
GPQA Diamond 59%
HumanEval+ 95%
IFEval 68%
MMLU-Pro 18%
SKYNET reasoning

mistral/magistral-medium

ACC 40.1% WALL 37.1s 1P$ $0.21
GPQA Diamond 20%
IFEval 60%
SKYNET reasoning

mistral/magistral-small

ACC 62.0% WALL 1.7s 1P$ $0.02
GPQA Diamond 62%
SKYNET general

mistral/mistral-large

ACC 43.0% WALL 5.5s 1P$ $0.03
GPQA Diamond 17%
HumanEval+ 90%
IFEval 53%
MMLU-Pro 12%
SKYNET general

mistral/mistral-medium

ACC 66.4% WALL 3.4s 1P$ $0.32
GPQA Diamond 58%
HumanEval+ 98%
IFEval 73%
MMLU-Pro 36%
LLAMA.CPP-LOCAL reasoning

muse-glimmer-30b-q4_k_xl-local

ACC 85.1% WALL 34.2s 1P$
GPQA Diamond 68%
IFEval 87%
HumanEval+ 100%
general

oai/grok-4-1-fast-reasoning

ACC WALL 1P$
GPQA Diamond not scored
SKYNET reasoning

ollama-cl/deepseek-v4-flash

ACC 63.0% WALL 6.5s 1P$ $0.01
GPQA Diamond 53%
IFEval 73%
SKYNET reasoning

ollama-cl/deepseek-v4-pro

ACC 40.8% WALL 16.4s 1P$ $0.14
GPQA Diamond 29%
HumanEval+ 55%
IFEval 50%
MMLU-Pro 29%
SKYNET general

ollama-cl/gemma4

ACC 71.8% WALL 3.8s 1P$
GPQA Diamond 73%
IFEval 70%
general

ollama-cl/gemma4:26b

ACC WALL 1P$
IFEval not scored
general

ollama-cl/gpt-oss-120b

ACC WALL 1P$
IFEval not scored
SKYNET general

ollama-cl/gpt-oss:120b

ACC 43.4% WALL 10.5s 1P$
GPQA Diamond 52%
MMLU-Pro 35%
SKYNET fast

ollama-cl/gpt-oss:20b

ACC 52.3% WALL 25.2s 1P$
GPQA Diamond 43%
IFEval 61%
SKYNET general

ollama-cl/kimi-k2.5

ACC 47.6% WALL 19.8s 1P$ $0.51
GPQA Diamond 23%
HumanEval+ 36%
IFEval 68%
MMLU-Pro 63%
SKYNET general

ollama-cl/kimi-k2.6

ACC 56.0% WALL 27.3s 1P$ $0.30
GPQA Diamond 40%
IFEval 72%
SKYNET coding

ollama-cl/kimi-k2.7-code

ACC 50.5% WALL 11.6s 1P$ $0.12
GPQA Diamond 31%
IFEval 74%
MMLU-Pro 46%
SKYNET general

ollama-cl/minimax-m2.5

ACC WALL 13.6s 1P$
GPQA Diamond not scored
HumanEval+ not scored
IFEval not scored
MMLU-Pro not scored
general

ollama-cl/mistral-large-3-675b

ACC WALL 1P$
IFEval not scored
SKYNET general

ollama-cl/mistral-large-3:675b

ACC 23.3% WALL 4.6s 1P$
GPQA Diamond 23%
general

ollama-cl/nemotron-3-nano-30b

ACC WALL 1P$
IFEval not scored
SKYNET fast

ollama-cl/nemotron-3-nano:30b

ACC 33.3% WALL 9.4s 1P$
GPQA Diamond 33%
SKYNET general

ollama-cl/nemotron-3-super

ACC 67.3% WALL 14.5s 1P$
GPQA Diamond 40%
HumanEval+ 84%
IFEval 78%
SKYNET general

ollama-cl/nemotron-3-ultra

ACC 51.8% WALL 73.1s 1P$
GPQA Diamond 50%
IFEval 71%
MMLU-Pro 34%
SKYNET coding

ollama-cl/qwen3-coder-next

ACC 62.2% WALL 4.4s 1P$
GPQA Diamond 53%
IFEval 71%
SKYNET coding

ollama-cl/qwen3-coder:480b

ACC 65.2% WALL 2.9s 1P$
GPQA Diamond 53%
IFEval 77%
general

ollama-cl/qwen3.5

ACC WALL 1P$
IFEval not scored
general

ollama-cl/qwen3.5-code

ACC WALL 1P$
IFEval not scored
general

ollama-cl/qwen3.5:27b

ACC WALL 1P$
IFEval not scored
SKYNET general

ollama-cl/qwen3.5:397b

ACC 44.4% WALL 48.7s 1P$
GPQA Diamond 13%
IFEval 76%
SKYNET reasoning

xai/grok-3-mini

ACC WALL 6.2s 1P$ $0.04
GPQA Diamond not scored
SKYNET reasoning

xai/grok-4-1-fast-reasoning

ACC WALL 6.2s 1P$ $0.04
GPQA Diamond not scored
SKYNET general

xai/grok-4.3-latest

ACC WALL 6.7s 1P$ $1.04
GPQA Diamond not scored
general

xai/grok-4.5

ACC WALL 1P$
GPQA Diamond not scored
general

zai-coding/glm-4.6

ACC 46.3% WALL 1P$
GPQA Diamond 3%
IFEval 77%
MMLU-Pro 58%
SKYNET general

zai-coding/glm-4.7

ACC 21.6% WALL 64.8s 1P$ $0.50
GPQA Diamond 15%
HumanEval+ 25%
IFEval 28%
MMLU-Pro 18%
SKYNET general

zai-coding/glm-5

ACC 14.1% WALL 31.5s 1P$ $0.34
GPQA Diamond 2%
HumanEval+ 32%
IFEval 6%
MMLU-Pro 16%
SKYNET fast

zai-coding/glm-5-turbo

ACC 40.2% WALL 60.5s 1P$ $0.28
GPQA Diamond 3%
IFEval 67%
MMLU-Pro 50%
SKYNET general

zai-coding/glm-5.1

ACC 40.7% WALL 20.0s 1P$ $0.27
GPQA Diamond 23%
IFEval 57%
MMLU-Pro 42%
SKYNET coding

zai-coding/glm-5.2

ACC 30.5% WALL 25.2s 1P$ $0.29
GPQA Diamond 22%
HumanEval+ 68%
IFEval 12%
MMLU-Pro 19%
SKYNET fast-reasoning

zai-coding/glm-5.3-flash

ACC 69.3% WALL 45.5s 1P$
GPQA Diamond 56%
IFEval 68%
MMLU-Pro 84%