DAYJOB: Tax A benchmark for AI tax agents

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Agentic Finance

DAYJOB: Finance

DAYJOB: Finance measures long-horizon finance agents across corporate finance, banking, credit, investing, and real assets. It's built around the messy reality of knowledge work: realistic requests, complex environments, and end-to-end professional judgment.

Blog
Research
Hugging Face
Github
RL Environments and the Hierarchy of Agentic Capabilities
Our RL environment run on 9 models revealed the core capabilities all agents need to master: tool use, planning, adaptability, groundedness, and common sense.
DAYJOB: Finance Leaderboard
1
Claude
Opus 5.5 (Adaptive/Max)
42.5
%
1
Claude
Sonnet 5.5 (Adaptive/Max)
40.5
%
1
Muse
Wonder 1.0 (Max reasoning)
38.8
%
1
GPT
6 Astra (Max reasoning)
37.3
%
1
Claude
Fable 5.1 (Adaptive/Max)
36.5
%
1
GPT
6.1 Sol (Max reasoning)
33.5
%
1
Gemini
4 Argon (High reasoning)
30.5
%
1
Muse
Spark 1.3 (Max reasoning)
27
%
1
Grok
4.7 (xHigh reasoning)
26.5
%
1
Claude
Opus 5 (Adaptive/Max)
23.8
%
1
Grok
4.6 (xHigh reasoning)
21
%
1
GPT
6 Sol (Max reasoning)
19.5
%
1
Claude
Fable 5 (Adaptive/Max)
18.3
%
1
DeepSeek
V4.1 Flash 1017 (Max reasoning)
12.5
%
1
GPT
5.6 Sol (Max reasoning)
11.8
%
1
GLM
5.3 (Max reasoning)
11
%
1
Hy
Hy4 Preview (High reasoning)
9.3
%
1
Qwen
3.8 Max (xHigh reasoning)
8.8
%
1
GLM
5.3 Flash (Max reasoning)
7.3
%
1
Muse
Spark 1.2 (xHigh reasoning)
6.8
%
1
GPT
6 Luna (Max reasoning)
6.8
%
1
Kimi
K3 (Max reasoning)
5.5
%
1
Gemini
3.7 Flash (High reasoning)
5.3
%
1
Mistral
Large 4 (High reasoning)
4.8
%
1
Claude
Sonnet 5 (Adaptive/Max)
4.5
%
1
Gemini
3.8 Flash (High reasoning)
4.5
%
1
GPT
5.6 Luna (Max reasoning)
4.3
%
1
DeepSeek
V4 Pro (Max reasoning)
3.5
%
1
GPT
5.6 Terra (xHigh reasoning)
3.3
%
1
Beam
1.0 (Max reasoning)
1.5
%
1
Hy
Hy3 (High reasoning)
0.5
%
1
DeepSeek
V4 Flash (Max reasoning)
0.3
%
1
Gemini
3.1 Pro (High reasoning)
0.3
%
1
Inkling
Inkling (Max reasoning)
0
%
1
Kimi
K2.7 Code (Max reasoning)
0
%
1
mistral
Large 3
0
%
1
Muse
Glimmer 30B (xHigh reasoning)
0
%
1
Nemotron
3 Ultra
0
%

Will agents ever survive a 9 to 5?

Read the blog post
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More benchmarks

VIEW ALL BENCHMARKS
Agentic Tax

DAYJOB: Tax

DAYJOB: Tax puts agents to work on 50 professional tax assignments spanning 1,789 files: individual returns, partnerships, estates, international taxation, and more. Agents must investigate client records, identify issues the client may have overlooked, and produce reliable tax work. The strongest model, Claude Sonnet 5.5, passes 10.8% of attempts at a 95% rubric threshold.

Leaderboard
Blog
Hugging Face
Rank
Model
Score
Claude Sonnet 5.5 (Adaptive/Max)
10.8
%
Claude Sonnet 5.5 (Adaptive/Max)
Claude Fable 5.1 (Adaptive/Max)
9.6
%
Claude Fable 5.1 (Adaptive/Max)
Claude Opus 5.5 (Adaptive/Max)
9.2
%
Claude Opus 5.5 (Adaptive/Max)
Muse Wonder 1.0 (Max)
6
%
Muse Wonder 1.0 (Max)
Grok 4.7 (xHigh)
5
%
Grok 4.7 (xHigh)
GPT 6 Astra (Max)
4.8
%
GPT 6 Astra (Max)
GPT 6.1 Sol (Max)
4
%
GPT 6.1 Sol (Max)
Muse Spark 1.3 (Max)
3.6
%
Muse Spark 1.3 (Max)
Gemini 4 Argon (High)
3.2
%
Gemini 4 Argon (High)
Hy4 Preview
1.6
%
Hy4 Preview
DeepSeek V4.1 Flash 1017 (Max)
1.2
%
DeepSeek V4.1 Flash 1017 (Max)
Gemini 3.8 Flash (High)
0.8
%
Gemini 3.8 Flash (High)
GLM 5.3 (Max)
0.4
%
GLM 5.3 (Max)
Kimi K3 (Max)
0
%
Kimi K3 (Max)
Mistral Large 4 (High)
0
%
Mistral Large 4 (High)
Qwen 3.8 Max
0
%
Qwen 3.8 Max
Agentic Coding

sudo L7

Coding agents are getting very good at being L3s. But do they have the judgment to become L7s? Across 60 tasks, agents must navigate unfamiliar systems, choose architectures, spot hidden risks, and know when technically correct code is still the wrong thing to ship.

Leaderboard
Blog
Rank
Model
Score
Claude Sonnet 5.5 (Adaptive/Max)
50.6
%
Claude Sonnet 5.5 (Adaptive/Max)
Claude Opus 5.5 (Adaptive/Max)
45.6
%
Claude Opus 5.5 (Adaptive/Max)
GPT 6.1 Sol (Max)
33.9
%
GPT 6.1 Sol (Max)
Claude Fable 5.1 (Adaptive/Max)
32.2
%
Claude Fable 5.1 (Adaptive/Max)
GPT 6 Astra (Max)
31.1
%
GPT 6 Astra (Max)
Kimi K3.1 Pro (Max)
16.7
%
Kimi K3.1 Pro (Max)
Qwen 3.8 Max
16.7
%
Qwen 3.8 Max
Muse Wonder 1.0 (Max)
16.1
%
Muse Wonder 1.0 (Max)
Gemini 4 Argon (High)
16.1
%
Gemini 4 Argon (High)
Hy4 Preview
15.6
%
Hy4 Preview
Mistral Large 4 (High)
13.9
%
Mistral Large 4 (High)
Muse Spark 1.3 (Max)
12.8
%
Muse Spark 1.3 (Max)
Grok 4.7 (xHigh)
12.2
%
Grok 4.7 (xHigh)
Kimi K3 (Max)
12.2
%
Kimi K3 (Max)
Gemini 3.8 Flash (High)
10.6
%
Gemini 3.8 Flash (High)
GLM 5.3 (Max)
9.4
%
GLM 5.3 (Max)
Professional Spreadsheet Reasoning

GDP.xlsx

A spreadsheet might hold a company’s financial model, a laboratory’s results, or an engineer’s calculations. GDP.xlsx puts models to work inside these files, testing whether they can follow the evidence across a workbook and produce answers a professional could rely on.

Leaderboard
Blog
Hugging Face
Github
Rank
Model
Score
Gemini 4 Argon (High)
38.3
%
Gemini 4 Argon (High)
Claude Opus 5.5 (Adaptive/Max)
30.3
%
Claude Opus 5.5 (Adaptive/Max)
Claude Sonnet 5.5
29.1
%
Claude Sonnet 5.5
Claude Fable 5.1 (Adaptive/Max)
23.1
%
Claude Fable 5.1 (Adaptive/Max)
GPT 6 Astra (Max)
22.9
%
GPT 6 Astra (Max)
Muse Spark 1.3 (Max)
22.6
%
Muse Spark 1.3 (Max)
Grok 4.7 (xHigh)
22.3
%
Grok 4.7 (xHigh)
GPT 6.1 Sol (Max)
22
%
GPT 6.1 Sol (Max)
GLM 5.3 (Max)
21.4
%
GLM 5.3 (Max)
Qwen 3.8 Max
20.3
%
Qwen 3.8 Max
Hy4 Preview
18.3
%
Hy4 Preview
Gemini 3.8 Flash (High)
18.3
%
Gemini 3.8 Flash (High)
GPT 6 Sol (Max)
17.1
%
GPT 6 Sol (Max)
Claude Sonnet 5 (Adaptive/Max)
16.9
%
Claude Sonnet 5 (Adaptive/Max)
GPT 6 Luna (Max)
14.9
%
GPT 6 Luna (Max)
Kimi K3 (Max)
13.4
%
Kimi K3 (Max)
Gemini 3.1 Pro
10.3
%
Gemini 3.1 Pro
DeepSeek V4 Pro (Max)
6.9
%
DeepSeek V4 Pro (Max)
Nemotron 3 Ultra
4.9
%
Nemotron 3 Ultra
Mistral Large 3
0
%
Mistral Large 3
Agentic Healthcare

DAYJOB: Healthcare

DAYJOB: Healthcare evaluates long-horizon healthcare agents across clinical, operational, payer, pharmacy, and compliance workflows. Rather than telling models exactly what to do, it asks whether agents can figure out what needs to be done, and reason through it until the end.

Leaderboard
Blog
Research
Hugging Face
Github
Rank
Model
Score
Claude Opus 5.5 (Adaptive/Max)
48.3
%
Claude Opus 5.5 (Adaptive/Max)
Claude Sonnet 5.5 (Adaptive/Max)
34
%
Claude Sonnet 5.5 (Adaptive/Max)
Claude Fable 5.1 (Adaptive/Max)
31.2
%
Claude Fable 5.1 (Adaptive/Max)
Muse Wonder 1.0 (Max)
31.2
%
Muse Wonder 1.0 (Max)
GPT 6 Astra (Max)
28.4
%
GPT 6 Astra (Max)
Grok 4.7 (xHigh)
27.6
%
Grok 4.7 (xHigh)
GPT 6.1 Sol (Max)
25.2
%
GPT 6.1 Sol (Max)
Gemini 4 Argon (High)
23.6
%
Gemini 4 Argon (High)
Muse Spark 1.3 (Max)
22
%
Muse Spark 1.3 (Max)
Claude Opus 5 (Adaptive/Max)
22
%
Claude Opus 5 (Adaptive/Max)
Grok 4.6 (xHigh)
14.8
%
Grok 4.6 (xHigh)
Claude Fable 5 (Adaptive/Max)
11.2
%
Claude Fable 5 (Adaptive/Max)
Muse Spark 1.2 (xHigh)
8.8
%
Muse Spark 1.2 (xHigh)
GPT 6 Sol (Max)
7.2
%
GPT 6 Sol (Max)
Hy4 Preview
6.4
%
Hy4 Preview
DeepSeek V4.1 Flash 1017 (Max)
6
%
DeepSeek V4.1 Flash 1017 (Max)
Qwen 3.8 Max
4.8
%
Qwen 3.8 Max
GLM 5.3 (Max)
4.4
%
GLM 5.3 (Max)
GPT 5.6 Sol (Max)
4.4
%
GPT 5.6 Sol (Max)
Kimi K3 (Max)
4
%
Kimi K3 (Max)
GPT 5.6 Terra (xHigh)
3.6
%
GPT 5.6 Terra (xHigh)
Mistral Large 4 (High)
3.6
%
Mistral Large 4 (High)
Claude Sonnet 5 (Adaptive/Max)
2.8
%
Claude Sonnet 5 (Adaptive/Max)
Gemini 3.7 Flash (High)
2.4
%
Gemini 3.7 Flash (High)
Gemini 3.8 Flash (High)
2
%
Gemini 3.8 Flash (High)
GPT 5.6 Luna (Max)
1.6
%
GPT 5.6 Luna (Max)
GLM 5.3 Flash (Max)
1.2
%
GLM 5.3 Flash (Max)
DeepSeek V4 Pro (Max)
1.2
%
DeepSeek V4 Pro (Max)
Hy3 (High)
1.2
%
Hy3 (High)
GPT 6 Luna (Max)
1.2
%
GPT 6 Luna (Max)
Reflection Beam 1.0 (Max)
1.2
%
Reflection Beam 1.0 (Max)
Inkling (Max)
0.4
%
Inkling (Max)
Gemini 3.1 Pro
0.4
%
Gemini 3.1 Pro
Nemotron 3 Ultra
0.4
%
Nemotron 3 Ultra
DeepSeek V4 Flash (Max)
0
%
DeepSeek V4 Flash (Max)
Kimi K2.7 Code (Max)
0
%
Kimi K2.7 Code (Max)
Muse Glimmer 30B (xHigh)
0
%
Muse Glimmer 30B (xHigh)
Mistral Large 3
0
%
Mistral Large 3
Agentic Finance

DAYJOB: Finance

DAYJOB: Finance measures long-horizon finance agents across corporate finance, banking, credit, investing, and real assets. It's built around the messy reality of knowledge work: realistic requests, complex environments, and end-to-end professional judgment.

Leaderboard
Blog
Research
Hugging Face
Github
Rank
Model
Score
Claude Opus 5.5 (Adaptive/Max)
42.5
%
Claude Opus 5.5 (Adaptive/Max)
Claude Sonnet 5.5 (Adaptive/Max)
40.5
%
Claude Sonnet 5.5 (Adaptive/Max)
Muse Wonder 1.0 (Max)
38.8
%
Muse Wonder 1.0 (Max)
GPT 6 Astra (Max)
37.3
%
GPT 6 Astra (Max)
Claude Fable 5.1 (Adaptive/Max)
36.5
%
Claude Fable 5.1 (Adaptive/Max)
GPT 6.1 Sol (Max)
33.5
%
GPT 6.1 Sol (Max)
Gemini 4 Argon (High)
30.5
%
Gemini 4 Argon (High)
Muse Spark 1.3 (Max)
27
%
Muse Spark 1.3 (Max)
Grok 4.7 (xHigh)
26.5
%
Grok 4.7 (xHigh)
Claude Opus 5 (Adaptive/Max)
23.8
%
Claude Opus 5 (Adaptive/Max)
Grok 4.6 (xHigh)
21
%
Grok 4.6 (xHigh)
GPT 6 Sol (Max)
19.5
%
GPT 6 Sol (Max)
Claude Fable 5 (Adaptive/Max)
18.3
%
Claude Fable 5 (Adaptive/Max)
DeepSeek V4.1 Flash 1017 (Max)
12.5
%
DeepSeek V4.1 Flash 1017 (Max)
GPT 5.6 Sol (Max)
11.8
%
GPT 5.6 Sol (Max)
GLM 5.3 (Max)
11
%
GLM 5.3 (Max)
Hy4 Preview
9.3
%
Hy4 Preview
Qwen 3.8 Max
8.8
%
Qwen 3.8 Max
GLM 5.3 Flash (Max)
7.3
%
GLM 5.3 Flash (Max)
Muse Spark 1.2 (xHigh)
6.8
%
Muse Spark 1.2 (xHigh)
GPT 6 Luna (Max)
6.8
%
GPT 6 Luna (Max)
Kimi K3 (Max)
5.5
%
Kimi K3 (Max)
Gemini 3.7 Flash (High)
5.3
%
Gemini 3.7 Flash (High)
Mistral Large 4 (High)
4.8
%
Mistral Large 4 (High)
Claude Sonnet 5 (Adaptive/Max)
4.5
%
Claude Sonnet 5 (Adaptive/Max)
Gemini 3.8 Flash (High)
4.5
%
Gemini 3.8 Flash (High)
GPT 5.6 Luna (Max)
4.3
%
GPT 5.6 Luna (Max)
DeepSeek V4 Pro (Max)
3.5
%
DeepSeek V4 Pro (Max)
GPT 5.6 Terra (xHigh)
3.3
%
GPT 5.6 Terra (xHigh)
Reflection Beam 1.0 (Max)
1.5
%
Reflection Beam 1.0 (Max)
Hy3 (High)
0.5
%
Hy3 (High)
DeepSeek V4 Flash (Max)
0.3
%
DeepSeek V4 Flash (Max)
Gemini 3.1 Pro
0.3
%
Gemini 3.1 Pro
Inkling (Max)
0
%
Inkling (Max)
Kimi K2.7 Code (Max)
0
%
Kimi K2.7 Code (Max)
Mistral Large 3
0
%
Mistral Large 3
Muse Glimmer 30B (xHigh)
0
%
Muse Glimmer 30B (xHigh)
Nemotron 3 Ultra
0
%
Nemotron 3 Ultra
Enterprise Instruction Following

ComplexConstraints

A benchmark for professional instruction following, where constraints depend on each other, fire conditionally, and must be inferred from context.

Leaderboard
Blog
Research
Github
Rank
Model
Score
GPT 6 Astra (Max)
70.8
%
Gemini 4 Argon (High)
70.3
%
GPT 6.1 Sol (Max)
70.1
%
Muse Wonder 1.0 (Max)
67.9
%
Claude Sonnet 5.5 (Adaptive/Max)
67.2
%
Muse Spark 1.3 (Max)
64.8
%

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