Y axis
Intelligence Index
Omniscience Index
Omniscience accuracy
Hallucination rate
Capability: finance & accounting
Capability: strategy & ops
Capability: legal
Capability: healthcare & medical
Capability: engineering
Capability: economics
GPQA Diamond
Humanity's Last Exam
MMMU-Pro
LiveCodeBench
SciCode
AIME 2025
IFBench
Long Context Reasoning
MLCR overall
τ²-Bench
τ²-Bench banking
Terminal-Bench 2.1
Terminal-Bench 4.0
Terminal-Bench Hard
Terminal-Bench Science
CritPt
APEX Agents
IT-Bench SRE
Analyst Agent
AutomationBench
Enterprise Ops Gym
GDP-PDF all-pass
GDPval Elo
GDPval normalized
Avg cost per task (Index)
Cost to run Intelligence Index
Input price / 1M
Output price / 1M
Blended price (0:3:1) / 1M
Blended price (7:2:1) / 1M
Cache-hit price / 1M
Cache-hit discount
Output tokens / s
Time to first token
Time to first answer token
End-to-end response time
Avg time per task (Index)
Reasoning tokens per task
Total output tokens (Index run)
Parameters (B)
Active parameters (B)
Context window
Effort level
X axis
Intelligence Index
Omniscience Index
Omniscience accuracy
Hallucination rate
Capability: finance & accounting
Capability: strategy & ops
Capability: legal
Capability: healthcare & medical
Capability: engineering
Capability: economics
GPQA Diamond
Humanity's Last Exam
MMMU-Pro
LiveCodeBench
SciCode
AIME 2025
IFBench
Long Context Reasoning
MLCR overall
τ²-Bench
τ²-Bench banking
Terminal-Bench 2.1
Terminal-Bench 4.0
Terminal-Bench Hard
Terminal-Bench Science
CritPt
APEX Agents
IT-Bench SRE
Analyst Agent
AutomationBench
Enterprise Ops Gym
GDP-PDF all-pass
GDPval Elo
GDPval normalized
Avg cost per task (Index)
Cost to run Intelligence Index
Input price / 1M
Output price / 1M
Blended price (0:3:1) / 1M
Blended price (7:2:1) / 1M
Cache-hit price / 1M
Cache-hit discount
Output tokens / s
Time to first token
Time to first answer token
End-to-end response time
Avg time per task (Index)
Reasoning tokens per task
Total output tokens (Index run)
Parameters (B)
Active parameters (B)
Context window
Effort level
log X
reverse X
29 releases · 59 points
Intelligence Index vs Avg cost per task (Index)
0
10
20
30
40
50
60
$0.010
$0.10
$1.00
$10.00
Avg cost per task (Index)
most efficient ↗
Qwen3.8 27B (Non-reasoning) Intelligence Index: 20.2 Avg cost per task (Index): $2.49
Qwen3.8 27B (low) Intelligence Index: 26.2 Avg cost per task (Index): $1.05
Qwen3.8 27B (medium) Intelligence Index: 27.6 Avg cost per task (Index): $1.13
Qwen3.8 27B (xhigh) Intelligence Index: 33.7 Avg cost per task (Index): $1.01
Qwen3.8 Max (0902) Intelligence Index: 45.4 Avg cost per task (Index): $5.41
Claude Fable 5.1 (Adaptive Reasoning, Low Effort, Default Fallback) Intelligence Index: 46.8 Avg cost per task (Index): $2.37
Claude Fable 5.1 (Adaptive Reasoning, Medium Effort, Default Fallback) Intelligence Index: 48.9 Avg cost per task (Index): $2.98
Claude Fable 5.1 (Adaptive Reasoning, High Effort, Default Fallback) Intelligence Index: 51.2 Avg cost per task (Index): $3.91
Claude Fable 5.1 (Adaptive Reasoning, Xhigh Effort, Default Fallback) Intelligence Index: 53.2 Avg cost per task (Index): $5.98
Claude Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback) Intelligence Index: 53.4 Avg cost per task (Index): $7.63
Claude Opus 5 (Adaptive Reasoning, Max Effort) Intelligence Index: 50.8 Avg cost per task (Index): $5.86
Claude Opus 5.5 (Adaptive Reasoning, Low Effort, Default Fallback) Intelligence Index: 42.3 Avg cost per task (Index): $0.55
Claude Opus 5.5 (Adaptive Reasoning, Medium Effort, Default Fallback) Intelligence Index: 51.2 Avg cost per task (Index): $1.34
Claude Opus 5.5 (Adaptive Reasoning, High Effort, Default Fallback) Intelligence Index: 53.6 Avg cost per task (Index): $1.82
Claude Opus 5.5 (Adaptive Reasoning, Xhigh Effort, Default Fallback) Intelligence Index: 56.0 Avg cost per task (Index): $3.46
Claude Opus 5.5 (Adaptive Reasoning, Max Effort, Default Fallback) Intelligence Index: 57.6 Avg cost per task (Index): $5.98
Claude Sonnet 5.5 (Adaptive Reasoning, Low Effort, Default Fallback) Intelligence Index: 35.8 Avg cost per task (Index): $0.41
Claude Sonnet 5.5 (Adaptive Reasoning, Medium Effort, Default Fallback) Intelligence Index: 40.7 Avg cost per task (Index): $0.59
Claude Sonnet 5.5 (Adaptive Reasoning, High Effort, Default Fallback) Intelligence Index: 46.7 Avg cost per task (Index): $1.08
Claude Sonnet 5.5 (Adaptive Reasoning, Xhigh Effort, Default Fallback) Intelligence Index: 51.9 Avg cost per task (Index): $2.74
Claude Sonnet 5.5 (Adaptive Reasoning, Max Effort, Default Fallback) Intelligence Index: 56.0 Avg cost per task (Index): $7.60
DeepSeek V4.1 Flash (Non-Reasoning) Intelligence Index: 24.7 Avg cost per task (Index): $0.15
DeepSeek V4.1 Flash (Reasoning, Max Effort) Intelligence Index: 39.5 Avg cost per task (Index): $0.27
Gemini 3.5 Flash-Lite Intelligence Index: 22.2 Avg cost per task (Index): $0.12
Gemini 3.8 Flash (medium) Intelligence Index: 39.8 Avg cost per task (Index): $0.93
Gemini 3.8 Flash (high) Intelligence Index: 40.9 Avg cost per task (Index): $1.24
Kimi K3 (max) Intelligence Index: 43.6 Avg cost per task (Index): $2.00
Muse Glimmer (high) Intelligence Index: 17.5 Avg cost per task (Index): $0.057
Muse Spark 1.3 (xhigh) Intelligence Index: 45.1 Avg cost per task (Index): $1.37
Muse Spark 1.3 (max) Intelligence Index: 48.1 Avg cost per task (Index): $1.60
MiniMax-M3 Intelligence Index: 29.2 Avg cost per task (Index): $0.51
Mistral Medium 3.5 Intelligence Index: 14.2 Avg cost per task (Index): $0.50
Nemotron 3 Ultra 550B A55B (Reasoning) Intelligence Index: 22.9 Avg cost per task (Index): $0.60
GPT-5.6 Luna (max) Intelligence Index: 37.3 Avg cost per task (Index): $0.18
GPT-5.6 Sol (max) Intelligence Index: 47.0 Avg cost per task (Index): $1.99
GPT-6 Astra (low) Intelligence Index: 45.8 Avg cost per task (Index): $0.82
GPT-6 Astra (medium) Intelligence Index: 49.6 Avg cost per task (Index): $1.54
GPT-6 Astra (high) Intelligence Index: 50.9 Avg cost per task (Index): $1.73
GPT-6 Astra (xhigh) Intelligence Index: 52.4 Avg cost per task (Index): $2.31
GPT-6 Astra (max) Intelligence Index: 52.7 Avg cost per task (Index): $3.26
GPT-6 Luna (Non-reasoning) Intelligence Index: 18.3 Avg cost per task (Index): $0.011
GPT-6 Luna (low) Intelligence Index: 20.9 Avg cost per task (Index): $0.0045
GPT-6 Luna (medium) Intelligence Index: 29.5 Avg cost per task (Index): $0.018
GPT-6 Luna (high) Intelligence Index: 32.1 Avg cost per task (Index): $0.029
GPT-6 Luna (xhigh) Intelligence Index: 33.9 Avg cost per task (Index): $0.042
GPT-6 Luna (max) Intelligence Index: 37.3 Avg cost per task (Index): $0.068
GPT-6 Sol (Non-reasoning) Intelligence Index: 28.1 Avg cost per task (Index): $0.33
GPT-6 Sol (low) Intelligence Index: 33.9 Avg cost per task (Index): $0.13
GPT-6 Sol (medium) Intelligence Index: 39.8 Avg cost per task (Index): $0.25
GPT-6 Sol (high) Intelligence Index: 42.8 Avg cost per task (Index): $0.38
GPT-6 Sol (xhigh) Intelligence Index: 44.1 Avg cost per task (Index): $0.52
GPT-6 Sol (max) Intelligence Index: 47.5 Avg cost per task (Index): $1.05
Step 5 Preview Intelligence Index: 43.7 Avg cost per task (Index): $0.72
Grok 4.7 (high) Intelligence Index: 46.3 Avg cost per task (Index): $2.73
Grok 4.7 (xhigh) Intelligence Index: 46.4 Avg cost per task (Index): $3.74
MiMo-V2.6-Pro Intelligence Index: 46.3 Avg cost per task (Index): $0.13
GLM 5.3 Flash Intelligence Index: 41.8 Avg cost per task (Index): $0.25
GLM-5.3 (low) Intelligence Index: 34.3 Avg cost per task (Index): $0.85
GLM-5.3 (max) Intelligence Index: 44.8 Avg cost per task (Index): $2.01
Claude Opus 5.5
MAX
Claude Sonnet 5.5
MAX
Claude Fable 5.1
MAX
GPT-6 Astra
MAX
Claude Opus 5
MAX
Muse Spark 1.3
MAX
GPT-6 Sol
MAX
GPT-5.6 Sol
MAX
Grok 4.7
XHIGH
MiMo-V2.6-Pro
Qwen3.8 Max (0902)
0902
GLM-5.3
MAX
Step 5 Preview
Kimi K3
MAX
GLM 5.3 Flash
MAX
Gemini 3.8 Flash
HIGH
DeepSeek V4.1 Flash
MAX
GPT-5.6 Luna
MAX
GPT-6 Luna
MAX
Qwen3.8 27B
XHIGH
MiniMax-M3
GPT-6 Sol
NON-REASONING
DeepSeek V4.1 Flash
NON-REASONING
Nemotron 3 Ultra 550B A55B
Gemini 3.5 Flash-Lite
HIGH
Qwen3.8 27B
NON-REASONING
GPT-6 Luna
NON-REASONING
Muse Glimmer
HIGH
Mistral Medium 3.5
HIGH