Every benchmark represented in our Benchmark Map is listed below, with key information included. Our aim is to build and maintain a comprehensive index of all high quality economically relevant benchmarks. The 29 benchmarks listed below are only a starting point.
In selecting benchmarks for this list, we prioritized:
| APEX-Accounting | 2026-07 | Mercor | Business & Financial, Office & Admin Support | 10 | LLM judge (rubric) |
|---|---|---|---|---|---|
| TeachArena | 2026-07 | HKUST and Qwen Team Alibaba | Education & Library | 354 | Hybrid |
| Agents' Last Exam | 2026-06 | UC Berkeley RDI | Broad / cross-occupational | 152 | Hybrid |
| Harvey LAB | 2026-05 | Harvey | Legal | 2,010 | LLM judge (rubric) |
| PhysicianBench | 2026-05 | Stanford HealthRex | Healthcare Practitioners | 100 | Hybrid |
| Terminal-Bench 2.1 | 2026-05 | Laude Institute | Computer & Mathematical | 89 | Programmatic |
| PHMForge | 2026-04 | Columbia, Georgia Tech and IBM | Architecture & Engineering, Installation, Maintenance & Repair | 75 | Programmatic |
| Graphic-Design-Bench | 2026-04 | Lica | Arts, Design & Media | 33,786 | Hybrid |
| AutomationBench | 2026-04 | Zapier | Business & Financial, Office & Admin Support, Sales | 600 | Programmatic |
| tau3-Banking | 2026-03 | Sierra | Office & Admin Support, Business & Financial | 97 | Programmatic |
| AEC-Bench | 2026-03 | Nomic AI | Architecture & Engineering, Construction & Extraction, Management | 196 | Programmatic |
| EnterpriseOps-Gym | 2026-03 | ServiceNow | Office & Admin Support, Computer & Mathematical, Business & Financial | 649 | Programmatic |
| $OneMillion-Bench | 2026-03 | Humanlaya | Broad / cross-occupational | 200 | LLM judge (rubric) |
| SpreadsheetBench 2 | 2026-03 | Renmin University, AfterQuery, and others | Business & Financial, Office & Admin Support | 321 | Hybrid |
| APEX-Agents | 2026-01 | Mercor | Business & Financial, Legal | 480 | LLM judge (rubric) |
| APEX-SWE | 2026-01 | Mercor | Computer & Mathematical | 50 | Programmatic |
| PRBench | 2025-11 | Scale AI | Business & Financial, Legal | 1,100 | LLM judge (rubric) |
| CARE-Bench | 2025-11 | Harbin Institute of Technology and iFLYTEK | Community & Social Service, Life, Physical & Social Science | 500 | LLM judge (rubric) |
| GDPval | 2025-09 | OpenAI | Broad / cross-occupational | 220 | Human expert |
| APEX-1 | 2025-09 | Mercor | Business & Financial, Legal, Healthcare Practitioners | 100 | LLM judge (rubric) |
| tau2-Bench Telecom | 2025-06 | Sierra | Office & Admin Support | 114 | Programmatic |
| AssetOpsBench | 2025-06 | IBM Research | Installation, Maintenance & Repair | 467 | Hybrid |
| ALE-Bench | 2025-06 | Sakana AI and AtCoder | Computer & Mathematical | 40 | Programmatic |
| CRMArena-Pro | 2025-05 | Salesforce AI Research | Sales, Office & Admin Support, Business & Financial | 4,280 | Hybrid |
| CadEval | 2025-04 | Will Patrick (independent) | Architecture & Engineering | 25 | Programmatic |
| SWE-Lancer | 2025-02 | OpenAI | Computer & Mathematical, Management | 463 | Hybrid |
| The Agent Company | 2024-12 | Carnegie Mellon University | Computer & Mathematical, Business & Financial, Office & Admin Support | 175 | Hybrid |
| SWE-bench Verified | 2024-08 | OpenAI and Princeton University | Computer & Mathematical | 500 | Programmatic |
| SciCode | 2024-07 | UIUC | Life, Physical & Social Science, Computer & Mathematical | 341 | Programmatic |