AI Model Benchmark Cards

Qwen3.7 Plus

Claude Code

AAI: 36.0
DSWE: 19.2
TB: 65.1
SWEA: 23.7

Cost: $6.23
Time: 11m
Tokens: 8.7M

Qwen3.8 Max

Claude Code

AAI: 56.6
DSWE: 51.9
TB: 79.4
SWEA: 38.6

Cost: $3.86
Time: 32m
Tokens: 13M

Fable 5 Max

Claude Code

AAI: 65.8
DSWE: 66.1
TB: 82.5
SWEA: 48.9

Cost: $11.7
Time: 23m
Tokens: 14M

Opus 4.6 Medium

Claude Code

AAI: 46.5
DSWE: Not available
TB: 70.6
SWEA: 22.3

Cost: $1.28
Time: 8m
Tokens: 4.5M

Opus 4.7 Medium

Claude Code +2

AAI: 40.5–50.3
DSWE: 27.4–39.5
TB: 70.6–75.4
SWEA: 22.6–36.0

Cost: $1.68–$2.93
Time: 6.3m–14m
Tokens: 4.6M–7.6M

Opus 4.7 Max

Claude Code

AAI: 50.3
DSWE: 40.1
TB: 73.8
SWEA: 37.1

Cost: $5.63
Time: 16m
Tokens: 16M

Opus 4.8 Low

Claude Code

AAI: 47.4
DSWE: 41.0
TB: 73.0
SWEA: 28.2

Cost: $2.15
Time: 8.4m
Tokens: 5.2M

Opus 4.8 Medium

Claude Code

AAI: 53.6
DSWE: 49.3
TB: 75.4
SWEA: 36.0

Cost: $3.26
Time: 12m
Tokens: 7.8M

Opus 4.8 High

Claude Code

AAI: 56.7
DSWE: 51.6
TB: 79.8
SWEA: 38.7

Cost: $3.74
Time: 12m
Tokens: 9.1M

Opus 4.8 X-high

Claude Code

AAI: 58.5
DSWE: 51.3
TB: 81.3
SWEA: 42.7

Cost: $5.67
Time: 18m
Tokens: 14M

Opus 4.8 Max

Claude Code

AAI: 60.6
DSWE: 55.8
TB: 79.4
SWEA: 46.8

Cost: $7.7
Time: 23m
Tokens: 18M

Opus 5 Low

Claude Code

AAI: 56.8
DSWE: 56.9
TB: 74.2
SWEA: 39.2

Cost: $2.18
Time: 9.5m
Tokens: 5.2M

Opus 5 Medium

Claude Code

AAI: 61.9
DSWE: 62.8
TB: 78.6
SWEA: 44.4

Cost: $3.14
Time: 12m
Tokens: 7.9M

Opus 5 High

Claude Code

AAI: 63.4
DSWE: 60.8
TB: 80.2
SWEA: 49.2

Cost: $3.8
Time: 13m
Tokens: 9.7M

Opus 5 X-high

Claude Code

AAI: 66.7
DSWE: 60.5
TB: 84.9
SWEA: 54.8

Cost: $8.23
Time: 24m
Tokens: 22M

Opus 5 Max

Claude Code

AAI: 65.5
DSWE: 63.1
TB: 84.5
SWEA: 48.9

Cost: $8.95
Time: 24m
Tokens: 24M

Sonnet 4.6 Medium

Claude Code

AAI: 37.6
DSWE: 28.9
TB: 64.3
SWEA: 19.6

Cost: $2.01
Time: 13m
Tokens: 8.5M

Composer 2

Cursor CLI

AAI: 27.5
DSWE: 0.0
TB: 64.7
SWEA: 17.7

Cost: $0.04
Time: 8.6m
Tokens: 3.0M

Composer 2.5

Cursor CLI

AAI: 38.2
DSWE: 15.9
TB: 67.5
SWEA: 31.2

Cost: $0.08
Time: 9.5m
Tokens: 3.6M

Composer 2.5 Fast

Cursor CLI

AAI: 38.2
DSWE: 15.9
TB: 67.5
SWEA: 31.2

Cost: $0.55
Time: 6.8m
Tokens: 4.2M

DeepSeek V4 Flash Max

Codex

AAI: 55.5
DSWE: 42.8
TB: 84.9
SWEA: 38.7

Cost: $0.07
Time: 15m
Tokens: 21M

DeepSeek V4 Pro High

Claude Code

AAI: 31.4
DSWE: 8.6
TB: 65.9
SWEA: 19.9

Cost: $0.27
Time: 18m
Tokens: 9.8M

Gemini 3.1 Pro High

Gemini CLI

AAI: 30.3
DSWE: 14.2
TB: 68.3
SWEA: 8.6

Cost: $2
Time: 11m
Tokens: 4.7M

Gemini 3.6 Flash High

Opencode

AAI: 45.6
DSWE: 41.3
TB: 73.8
SWEA: 21.8

Cost: $2.08
Time: 10m
Tokens: 13M

Gemini 3.7 Flash High

Antigravity SDK +1

AAI: 55.6–57.1
DSWE: 56.0–57.2
TB: 83.3–83.7
SWEA: 27.2–30.6

Cost: $1.26–$1.38
Time: 6.3m–8.5m
Tokens: 15M–19M

Muse Spark 1.1 X-high

Opencode

AAI: 53.5
DSWE: 54.3
TB: 73.0
SWEA: 33.3

Cost: $1.43
Time: 13m
Tokens: 12M

Muse Spark 1.2 X-high

Muse Code +1

AAI: 56.5–60.5
DSWE: 52.8–58.1
TB: 72.6–78.6
SWEA: 44.1–44.9

Cost: $1.91–$2.33
Time: 18m–42m
Tokens: 16M–21M

Kimi K2.6

Claude Code

AAI: 32.6
DSWE: 16.5
TB: 65.5
SWEA: 15.9

Cost: $1.19
Time: 41m
Tokens: 11M

Kimi K3

Kimi Code CLI

AAI: 61.3
DSWE: 63.7
TB: 83.7
SWEA: 36.6

Cost: $3.18
Time: 24m
Tokens: 11M

GPT-5.4 Medium

Codex +1

AAI: 37.1–39.1
DSWE: 16.7–25.0
TB: 66.3–69.8
SWEA: 22.3–28.2

Cost: $1.55–$2.42
Time: 7.1m–8.1m
Tokens: 4.0M–5.9M

GPT-5.5 Medium

Codex +1

AAI: 46.1–54.4
DSWE: 37.2–56.6
TB: 73.4–75.8
SWEA: 27.7–30.6

Cost: $2.01–$2.75
Time: 6.4m–6.6m
Tokens: 4.0M–7.0M

GPT-5.5 X-high

Codex

AAI: 61.5
DSWE: 64.3
TB: 84.1
SWEA: 36.0

Cost: $5.07
Time: 10m
Tokens: 12M

GPT-5.6 Luna

Codex

AAI: 20.4
DSWE: 6.5
TB: 37.3
SWEA: 17.5

Cost: $0.07
Time: 2.5m
Tokens: 3.6M

GPT-5.6 Luna Low

Codex

AAI: 25.1
DSWE: 10.3
TB: 49.6
SWEA: 15.3

Cost: $0.04
Time: 1.9m
Tokens: 1.5M

GPT-5.6 Luna Medium

Codex

AAI: 42.4
DSWE: 36.6
TB: 63.5
SWEA: 27.2

Cost: $0.09
Time: 3.4m
Tokens: 4.4M

GPT-5.6 Luna High

Codex

AAI: 51.4
DSWE: 53.4
TB: 71.8
SWEA: 29.0

Cost: $0.19
Time: 5.7m
Tokens: 9.5M

GPT-5.6 Luna X-high

Codex

AAI: 54.7
DSWE: 56.6
TB: 76.2
SWEA: 31.2

Cost: $0.25
Time: 6.6m
Tokens: 12M

GPT-5.6 Luna Max

Codex

AAI: 58.7
DSWE: 63.4
TB: 79.8
SWEA: 32.8

Cost: $0.31
Time: 8m
Tokens: 15M

GPT-5.6 Sol

Codex

AAI: 43.4
DSWE: 35.4
TB: 60.7
SWEA: 34.1

Cost: $1.4
Time: 3.4m
Tokens: 3.4M

GPT-5.6 Sol Low

Codex

AAI: 53.6
DSWE: 53.4
TB: 73.0
SWEA: 34.4

Cost: $1.72
Time: 3.7m
Tokens: 3.2M

GPT-5.6 Sol Medium

Codex

AAI: 60.6
DSWE: 64.0
TB: 77.8
SWEA: 40.1

Cost: $2.99
Time: 5.2m
Tokens: 5.8M

GPT-5.6 Sol High

Codex

AAI: 64.1
DSWE: 64.9
TB: 82.5
SWEA: 44.9

Cost: $4.14
Time: 6.3m
Tokens: 8.1M

GPT-5.6 Sol X-high

Codex

AAI: 65.1
DSWE: 67.0
TB: 86.1
SWEA: 42.2

Cost: $5.24
Time: 7.4m
Tokens: 9.9M

GPT-5.6 Sol Max

Codex

AAI: 66.6
DSWE: 68.7
TB: 87.7
SWEA: 43.3

Cost: $7.08
Time: 10m
Tokens: 13M

GPT-5.6 Terra

Codex

AAI: 23.7
DSWE: 13.3
TB: 39.3
SWEA: 18.5

Cost: $0.30
Time: 1.8m
Tokens: 1.1M

GPT-5.6 Terra Low

Codex

AAI: 36.7
DSWE: 29.8
TB: 57.5
SWEA: 22.8

Cost: $0.39
Time: 2.8m
Tokens: 1.5M

GPT-5.6 Terra Medium

Codex

AAI: 47.8
DSWE: 45.7
TB: 69.4
SWEA: 28.2

Cost: $0.72
Time: 4.3m
Tokens: 3.1M

GPT-5.6 Terra High

Codex

AAI: 55.8
DSWE: 60.5
TB: 76.0
SWEA: 30.9

Cost: $1.27
Time: 6.2m
Tokens: 5.5M

GPT-5.6 Terra X-high

Codex

AAI: 57.1
DSWE: 58.4
TB: 80.6
SWEA: 32.3

Cost: $1.52
Time: 6.9m
Tokens: 6.5M

GPT-5.6 Terra Max

Codex

AAI: 62.3
DSWE: 67.0
TB: 84.1
SWEA: 35.8

Cost: $2.21
Time: 8.4m
Tokens: 9.5M

Grok 4.5 High

Grok Build

AAI: 64.4
DSWE: 59.9
TB: 85.3
SWEA: 48.1

Cost: $2.59
Time: 16m
Tokens: 3.6M

GLM-5.1

Claude Code

AAI: 36.1
DSWE: 18.6
TB: 65.1
SWEA: 24.7

Cost: $4.33
Time: 19m
Tokens: 26M

GLM-5.2

Claude Code

AAI: 43.2
DSWE: 28.6
TB: 71.9
SWEA: 29.0

Cost: $6.51
Time: 25m
Tokens: 6.5M