DAYJOB: Finance: leaderboard

DAYJOB: Finance (Surge AI, 2026): 80 expert-designed finance assignments across corporate finance, banking, credit, investing and real assets. Each is a brief workplace request (81 words on average) backed by 25.7 input files on average and represents an estimated 16.6 hours of professional work. An agent works through the documents and spreadsheets in a sandboxed container (Harbor tasks, OpenHands-based harness, network limited to the model API) and delivers the finished analysis. Unlike FinanceBench-style question answering over public filings, the agent has to choose its own sources and approach: "Financial assignments often arrive without instructions for which sources to trust or how to approach the analysis. DAYJOB asks agents to make those decisions themselves." Work is graded against a task-specific rubric (median 57.5 criteria per task). Score: the percentage of tasks passed with 100% of rubric criteria satisfied, five attempts per task, Claude Opus 4.8 as the autograder; reasoning effort as labelled. Higher is better. Source: https://surgehq.ai/benchmarks/dayjob-finance

Metric: Pass rate at a 100% rubric threshold (%). Source: surgehq.ai. Saturation forecast: Around November 2027. 38 models tracked.

Top models

#ModelScoreOverall rank
1Muse Wonder (Max)38.8#18 (Muse Wonder)
2GPT-6 Astra (Max)37.3#6 (GPT-6 Astra)
3Claude Fable 5.1 (Max)36.5#10 (Claude Fable 5.1)
4GPT-6.1 Sol (Max)33.5#7 (GPT-6.1 Sol)
5Gemini 4 Argon (High)30.5#9 (Gemini 4 Argon)
6Muse Spark 1.3 (Max)27#31 (Muse Spark 1.3)
7Grok 4.7 (xHigh)26.5#26 (Grok 4.7)
8Grok 4.6 (xHigh)21#29 (Grok 4.6)
9GPT-6 Sol (Max)19.5#19 (GPT-6 Sol)
10DeepSeek V4.1 Flash (1017) (Max)12.5#27 (DeepSeek V4.1 Flash (1017))
11GPT-5.6 Sol (Max)11.8#22 (GPT-5.6 Sol)
12GLM-5.3 (Max)11#44 (GLM-5.3)
13Hy4 preview (High)9.3#45 (Hy4 preview)
14Qwen 3.8 Max (xHigh)8.8#34 (Qwen 3.8 Max)
15GLM-5.3 Flash (Max)7.3#77 (GLM-5.3 Flash)

Interactive version: theaggregate.ai/benchmark?slug=dayjob-finance · How It Works · Data refreshed daily, snapshot 2026-11-05.