DAYJOB: Accounting
Professional Work
Surge AI's DAYJOB: Accounting extends the DAYJOB suite of long-horizon professional assignments to accounting work: each task is a request as brief as a colleague's message plus a workspace of the files it refers to, and an agent judge applies an expert-written rubric to the delivered work. An attempt passes only when it meets at least 95% of the rubric criteria, and the headline is pass@1 at that threshold, as on Surge's DAYJOB: Tax board. Surge runs the benchmark and supplied its first results to Fireworks' Specialized Intelligence Index before publishing the tasks, their number, the harness or the attempt count; the DAYJOB family's published harness is the OpenHands SDK in Harbor with no browsing or package downloads.
Top models (higher is better)
| Model | Score |
|---|---|
| Claude Sonnet 5.5 | 35.2 |
| Claude Opus 5.5 | 34.4 |
| Muse Wonder | 30.8 |
| GPT-6 Astra | 30.0 |
| Claude Fable 5.1 | 27.2 |
| GPT-6.1 Sol | 25.2 |
| Grok 4.7 | 20.0 |
| Muse Spark 1.3 | 18.0 |
| Gemini 4 Argon | 18.0 |
| GLM-5.3 | 7.6 |
| DeepSeek V4.1 Flash 1017 | 7.6 |
| Gemini 3.8 Flash | 6.0 |
| Kimi K3 | 6.0 |