Benchmarks for what frontier AI hasn't solved

Digital Work Index

An economically weighted measure of model performance across eight challenging benchmarks covering software engineering, logical reasoning and writing, and professional environments.
28.31
Gemini 4 Argon
26.4
Muse Wonder
23.62
Fable 5.1
23.61
Opus 5.5
23.03
GPT-6 Astra
21.75
Opus 5
21.19
GPT-6.1 Sol
20.52
Grok 4.6
19.3
Grok 4.7
16.92
Gemini Flash 3.8
16.76
Kimi K3
16.45
GLM 5.3
16.29
Muse Spark 1.3
11.81
Qwen 3.8 Max
11.07
DeepSeek V4 Pro
6.95
Nemotron 3 Ultra 550B
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Benchmark Type: All
Enterprise Environments
Proprietary
SnorkelManufacturing

Evaluates manufacturing decisions using fragmented plant-floor, engineering, and supplier evidence.

By pass@1
1
Muse Wonder
Muse Wonder
27.8%
2
GPT-6.1 Sol
GPT-6.1 Sol
19.6%
3
Gemini 4 Argon
Gemini 4 Argon
19.5%
Learn more about SnorkelManufacturing
Enterprise Environments
Proprietary
SnorkelRevOps

Evaluates revenue-operations workflows involving systems, controls, and business-state updates.

By pass@1
1
Gemini 4 Argon
Gemini 4 Argon
18.4%
2
Muse Wonder
Muse Wonder
18.0%
3
Grok 4.6
Grok 4.6
15.8%
Learn more about SnorkelRevOps
Enterprise Environments
Proprietary
SnorkelFinance 2.0

Evaluates financial workflows requiring evidence gathering, analysis, and compliance.

By pass@1
1
Grok 4.6
Grok 4.6
25.1%
2
GLM 5.3
GLM 5.3
21.2%
3
Grok 4.7
Grok 4.7
20.2%
Learn more about SnorkelFinance 2.0
Enterprise Environments
Proprietary
SnorkelUnderwrite 2.0

Evaluates auditable insurance underwriting decisions using incomplete, distributed evidence.

By pass@1
1
Grok 4.7
Grok 4.7
30.5%
2
GLM 5.3
GLM 5.3
30.4%
3
Nemotron 3 Ultra 550B
Nemotron 3 Ultra 550B
30.0%
Learn more about SnorkelUnderwrite 2.0
Enterprise Environments
Proprietary
SnorkelLegal

Evaluates legal workflows requiring evidence, procedure, authority, and action.

By pass@1
1
Gemini 4 Argon
Gemini 4 Argon
46.0%
2
Grok 4.6
Grok 4.6
40.7%
3
Muse Wonder
Muse Wonder
38.3%
Learn more about SnorkelLegal
View archived benchmarks
 Illution Back
Illution Front

Not more data. Better data.