[_model_slider]
[__benchmark_archive_v4 color_mode="light"] [__benchark_sort_preview id="19563"]
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OpenAI
Sep 03,2026

GPT-6 Astra

Leads Terminal-Bench 4.0 and Agents' Last Exam, strong at agentic coding.


RANK BY BENCHMARK
Agentic Coding 2.0
47.51%
#1/11
SWE-bench CLI
12.36%
#3/11
SnorkelFinance 2.0
11.65%
#7/10
SnorkelUnderwrite 2.0
21.2%
#5/10
SnorkelManufacturing
6.11%
#5/11
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Google DeepMind
Sep 02,2026

Gemini Flash 3.8

Mid-pack across most boards, best showing on SnorkelLegal.


RANK BY BENCHMARK
Agentic Coding 2.0
32.59%
#5/11
SWE-bench CLI
6.29%
#4/11
SnorkelWorkplace
11.21%
#6/10
SnorkelFinance 2.0
5.4%
#10/10
SnorkelUnderwrite 2.0
19.1%
#8/10
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Meta
Sep 02,2026

Muse Spark 1.3

Second on SnorkelLegal and Agents' Last Exam, weak on coding benchmarks.


RANK BY BENCHMARK
Agentic Coding 2.0
25%
#7/11
SWE-bench CLI
2.16%
#10/11
SnorkelWorkplace
0%
#9/10
SnorkelFinance 2.0
10%
#8/10
SnorkelUnderwrite 2.0
19.64%
#7/10
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Anthropic
Sep 01,2026

Fable 5.1

Tops SWE-bench CLI, Terminal-Bench-Science, and Senior SWE-Bench.


RANK BY BENCHMARK
Agentic Coding 2.0
39.59%
#2/11
SWE-bench CLI
14.49%
#1/11
SnorkelWorkplace
15.77%
#2/10
SnorkelFinance 2.0
19.62%
#3/10
SnorkelUnderwrite 2.0
24%
#4/10
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Zhipu AI
Aug 14,2026

GLM 5.3

First on SnorkelUnderwrite 2.0, strong across the Snorkel business suite.


RANK BY BENCHMARK
Agentic Coding 2.0
24.9%
#8/11
SWE-bench CLI
3.49%
#8/11
SnorkelWorkplace
12.77%
#5/10
SnorkelFinance 2.0
21.18%
#2/10
SnorkelUnderwrite 2.0
30.36%
#1/10
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DeepSeek
Aug 13,2026

DeepSeek V4 Pro

Second on SnorkelUnderwrite 2.0, mid pack on manufacturing, weak elsewhere.


RANK BY BENCHMARK
Agentic Coding 2.0
14.79%
#9/11
SWE-bench CLI
2.32%
#9/11
SnorkelWorkplace
8.59%
#7/10
SnorkelFinance 2.0
9.54%
#9/10
SnorkelUnderwrite 2.0
28.5%
#2/10
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xAI
Aug 12,2026

Grok 4.6

Leads four of the five SnorkelWorkplace-family benchmarks it has entered.


RANK BY BENCHMARK
Agentic Coding 2.0
33.57%
#4/11
SWE-bench CLI
5.75%
#5/11
SnorkelWorkplace
17.07%
#1/10
SnorkelFinance 2.0
25.08%
#1/10
SnorkelUnderwrite 2.0
17.79%
#10/10
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Alibaba
Aug 03,2026

Qwen 3.8 Max

Trails the field on most boards, no top-three finishes.


RANK BY BENCHMARK
Agentic Coding 2.0
14.63%
#10/11
SWE-bench CLI
4.85%
#6/11
SnorkelWorkplace
0%
#10/10
SnorkelFinance 2.0
14.1%
#6/10
SnorkelUnderwrite 2.0
20%
#6/10
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Anthropic
Jul 24,2026

Claude Opus 5

Leads OSWorld 2.0, top three on SWE-bench CLI and Terminal-Bench-Science.


RANK BY BENCHMARK
Agentic Coding 2.0
38.92%
#3/11
SWE-bench CLI
14.04%
#2/11
SnorkelWorkplace
14.95%
#3/10
SnorkelFinance 2.0
16.5%
#5/10
SnorkelUnderwrite 2.0
18.3%
#9/10
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Moonshot AI
Jul 16,2026

Kimi K3

Consistent mid-pack finisher, best result on SnorkelManufacturing.


RANK BY BENCHMARK
Agentic Coding 2.0
26.11%
#6/11
SWE-bench CLI
4.11%
#7/11
SnorkelWorkplace
13.03%
#4/10
SnorkelFinance 2.0
17.32%
#4/10
SnorkelUnderwrite 2.0
27.93%
#3/10
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NVIDIA
Jun 04,2026

Nemotron 3 Ultra 550B

Entered on only five benchmarks, ranking near the bottom on each.


RANK BY BENCHMARK
Agentic Coding 2.0
5.06%
#11/11
SWE-bench CLI
0.51%
#11/11
SnorkelWorkplace
6.56%
#8/10
SnorkelManufacturing
5.14%
#8/11
SnorkelRevOps
11%
#7/11
of

Latest model releases

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OpenAI
Sep 03,2026

GPT-6 Astra

Leads Terminal-Bench 4.0 and Agents' Last Exam, strong at agentic coding.


RANK BY BENCHMARK
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Agentic Coding 2.0
47.51%
#1/11
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SWE-bench CLI
12.36%
#3/11
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SnorkelFinance 2.0
11.65%
#7/10
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SnorkelUnderwrite 2.0
21.2%
#5/10
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SnorkelManufacturing
6.11%
#5/11
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Google DeepMind
Sep 02,2026

Gemini Flash 3.8

Mid-pack across most boards, best showing on SnorkelLegal.


RANK BY BENCHMARK
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Agentic Coding 2.0
32.59%
#5/11
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SWE-bench CLI
6.29%
#4/11
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SnorkelWorkplace
11.21%
#6/10
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SnorkelFinance 2.0
5.4%
#10/10
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SnorkelUnderwrite 2.0
19.1%
#8/10
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Meta
Sep 02,2026

Muse Spark 1.3

Second on SnorkelLegal and Agents' Last Exam, weak on coding benchmarks.


RANK BY BENCHMARK
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Agentic Coding 2.0
25%
#7/11
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SWE-bench CLI
2.16%
#10/11
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SnorkelWorkplace
0%
#9/10
Image
SnorkelFinance 2.0
10%
#8/10
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SnorkelUnderwrite 2.0
19.64%
#7/10
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Anthropic
Sep 01,2026

Fable 5.1

Tops SWE-bench CLI, Terminal-Bench-Science, and Senior SWE-Bench.


RANK BY BENCHMARK
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Agentic Coding 2.0
39.59%
#2/11
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SWE-bench CLI
14.49%
#1/11
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SnorkelWorkplace
15.77%
#2/10
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SnorkelFinance 2.0
19.62%
#3/10
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SnorkelUnderwrite 2.0
24%
#4/10
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Zhipu AI
Aug 14,2026

GLM 5.3

First on SnorkelUnderwrite 2.0, strong across the Snorkel business suite.


RANK BY BENCHMARK
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Agentic Coding 2.0
24.9%
#8/11
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SWE-bench CLI
3.49%
#8/11
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SnorkelWorkplace
12.77%
#5/10
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SnorkelFinance 2.0
21.18%
#2/10
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SnorkelUnderwrite 2.0
30.36%
#1/10
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DeepSeek
Aug 13,2026

DeepSeek V4 Pro

Second on SnorkelUnderwrite 2.0, mid pack on manufacturing, weak elsewhere.


RANK BY BENCHMARK
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Agentic Coding 2.0
14.79%
#9/11
Image
SWE-bench CLI
2.32%
#9/11
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SnorkelWorkplace
8.59%
#7/10
Image
SnorkelFinance 2.0
9.54%
#9/10
Image
SnorkelUnderwrite 2.0
28.5%
#2/10
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xAI
Aug 12,2026

Grok 4.6

Leads four of the five SnorkelWorkplace-family benchmarks it has entered.


RANK BY BENCHMARK
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Agentic Coding 2.0
33.57%
#4/11
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SWE-bench CLI
5.75%
#5/11
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SnorkelWorkplace
17.07%
#1/10
Image
SnorkelFinance 2.0
25.08%
#1/10
Image
SnorkelUnderwrite 2.0
17.79%
#10/10
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Alibaba
Aug 03,2026

Qwen 3.8 Max

Trails the field on most boards, no top-three finishes.


RANK BY BENCHMARK
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Agentic Coding 2.0
14.63%
#10/11
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SWE-bench CLI
4.85%
#6/11
Image
SnorkelWorkplace
0%
#10/10
Image
SnorkelFinance 2.0
14.1%
#6/10
Image
SnorkelUnderwrite 2.0
20%
#6/10
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Anthropic
Jul 24,2026

Claude Opus 5

Leads OSWorld 2.0, top three on SWE-bench CLI and Terminal-Bench-Science.


RANK BY BENCHMARK
Image
Agentic Coding 2.0
38.92%
#3/11
Image
SWE-bench CLI
14.04%
#2/11
Image
SnorkelWorkplace
14.95%
#3/10
Image
SnorkelFinance 2.0
16.5%
#5/10
Image
SnorkelUnderwrite 2.0
18.3%
#9/10
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Moonshot AI
Jul 16,2026

Kimi K3

Consistent mid-pack finisher, best result on SnorkelManufacturing.


RANK BY BENCHMARK
Image
Agentic Coding 2.0
26.11%
#6/11
Image
SWE-bench CLI
4.11%
#7/11
Image
SnorkelWorkplace
13.03%
#4/10
Image
SnorkelFinance 2.0
17.32%
#4/10
Image
SnorkelUnderwrite 2.0
27.93%
#3/10
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NVIDIA
Jun 04,2026

Nemotron 3 Ultra 550B

Entered on only five benchmarks, ranking near the bottom on each.


RANK BY BENCHMARK
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Agentic Coding 2.0
5.06%
#11/11
Image
SWE-bench CLI
0.51%
#11/11
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SnorkelWorkplace
6.56%
#8/10
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SnorkelManufacturing
5.14%
#8/11
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SnorkelRevOps
11%
#7/11
of

Benchmarks for what frontier AI hasn't solved

Our ability to measure AI has been outpaced by our ability to develop it. We close that evaluation gap with benchmarks built around the tasks today's agents still break down on.
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New
Software Engineering
Open Benchmarks Grants

Senior SWE-Bench

Evaluates coding agents on senior-level software engineering tasks.

Built with
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Tasteful Solve Rate
The top-performing frontier models fail to complete tasks with senior-level correctness and taste over 75% of the time.
1
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Fable 5.1
34.7%
2
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Fable 5
34.7%
3
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Opus 5
34.7%
4
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GPT-5.6 Sol
34.7%
New

Digital Work Index

An economically weighted measure of model performance across eight, frontier-difficulty benchmarks in software engineering, logical reasoning and writing, and professional environments.

Score
New
Enterprise Environments

SnorkelManufacturing

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

By pass@1
1
2
3
4
5
Knowledge Work

WorkplaceAgents

Evaluates AI agents on economically valuable professional work and verifiable workplace deliverables.

By pass@1
1
2
3
4
5
Software Engineering

SWE-bench CLI

Evaluates validated multi-file code changes in open-source repositories.

By pass@1
1
2
3
4
5
New
Enterprise Environments

SnorkelRevOps

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

By pass@1
1
2
3
4
5
Capability/Efficiency

Continual Learning Bench

Measures improvement across sequential, stateful tasks.

Top Systems (Agg. Reward)
1
ICL · Claude Sonnet 4.6
+0.196
2
ICL · GPT-5.4
+0.189
3
Claude Code · Sonnet 4.6
+0.185
4
ICL · Claude Opus 4.7
+0.183
5
Mem0 · GPT-5.4
+0.148
New
Enterprise Environments

SnorkelFinance 2.0

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

By pass@1
1
2
3
4
5
Software Engineering

SlopCode Bench

Measures coding-agent performance across evolving software requirements.

Top Models by Iso Solve
New
Software Engineering

LibraryDesignBench

Measures how well AI agents design libraries that other agents can use.

Pass Rate
1
2
3
4
5
New
Enterprise Environments

SnorkelUnderwrite 2.0

Evaluates auditable insurance underwriting decisions using incomplete, distributed evidence.

By pass@1
1
2
3
4
5
Computer Use

OSWorld 2.0

Evaluates computer-use agents on 108 long-horizon workflows.

By binary accuracy (500 steps)
Knowledge Work

Agents’ Last Exam

Evaluating AI agents on long-horizon, economically valuable professional workflows with verifiable outcomes.

By Binary Accuracy
New
Enterprise Environments

SnorkelLegal

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

By pass@1
1
2
3
4
5
Science & Research

Terminal-Bench-Science

Evaluates agents on scientific workflows derived from researchers’ own work.

By Resolution Rate
Agentic Coding

Terminal-Bench 3.0

Evaluates terminal agents on containerized tasks across seven domains.

By Resolution Rate
1
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Opus 5
42.7%
2
GPT-5.6 Sol
34.6%
3
Fable 5
34.1%
4
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GLM 5.3
32.4%
5
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Grok 4.6
26.5%
Agentic Coding

Agentic Coding 2.0

Evaluating whether coding agents can plan, execute, verify, and recover across complex terminal-native engineering tasks.

By pass@1
1
2
3
4
5
Agentic Coding

Terminal-Bench 4.0

Evaluates terminal agents on continuously updated software-engineering tasks.

By Resolution Rate
1
2
3
4
5

View 10 archived benchmarks