A benchmark map
of the US economy

Index of economic benchmarks

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.

Know a benchmark we missed? Suggest it.

In selecting benchmarks for this list, we prioritized:

  • Public Availability. Included benchmarks have at least 25 publicly available tasks. We also include Mercor’s APEX benchmarks, where we have access to held-out benchmark prompts and are therefore able to map them to O*NET tasks.
  • Agentic Tasks. Included benchmarks ask models to perform agentic tasks, rather than answering questions or advising the user on how to complete a task.
  • Economic Realism. Benchmark tasks resemble tasks which humans (or agents) are frequently asked to do in real-world enterprises. Economically valuable tasks are prioritized over academically complex ones.
  • Economic Diversity. We capped the number of included benchmarks per job family, in significant part to account for the massive overrepresentation of software engineering and research tasks in popular benchmarks.
  • Balanced Difficulty. Benchmarks are not yet saturated by frontier models.
The 29 benchmarks in the Benchmark Index, sortable by any column.
APEX-Accounting2026-07MercorBusiness & Financial, Office & Admin Support10LLM judge (rubric)
TeachArena2026-07HKUST and Qwen Team AlibabaEducation & Library354Hybrid
Agents' Last Exam2026-06UC Berkeley RDIBroad / cross-occupational152Hybrid
Harvey LAB2026-05HarveyLegal2,010LLM judge (rubric)
PhysicianBench2026-05Stanford HealthRexHealthcare Practitioners100Hybrid
Terminal-Bench 2.12026-05Laude InstituteComputer & Mathematical89Programmatic
PHMForge2026-04Columbia, Georgia Tech and IBMArchitecture & Engineering, Installation, Maintenance & Repair75Programmatic
Graphic-Design-Bench2026-04LicaArts, Design & Media33,786Hybrid
AutomationBench2026-04ZapierBusiness & Financial, Office & Admin Support, Sales600Programmatic
tau3-Banking2026-03SierraOffice & Admin Support, Business & Financial97Programmatic
AEC-Bench2026-03Nomic AIArchitecture & Engineering, Construction & Extraction, Management196Programmatic
EnterpriseOps-Gym2026-03ServiceNowOffice & Admin Support, Computer & Mathematical, Business & Financial649Programmatic
$OneMillion-Bench2026-03HumanlayaBroad / cross-occupational200LLM judge (rubric)
SpreadsheetBench 22026-03Renmin University, AfterQuery, and othersBusiness & Financial, Office & Admin Support321Hybrid
APEX-Agents2026-01MercorBusiness & Financial, Legal480LLM judge (rubric)
APEX-SWE2026-01MercorComputer & Mathematical50Programmatic
PRBench2025-11Scale AIBusiness & Financial, Legal1,100LLM judge (rubric)
CARE-Bench2025-11Harbin Institute of Technology and iFLYTEKCommunity & Social Service, Life, Physical & Social Science500LLM judge (rubric)
GDPval2025-09OpenAIBroad / cross-occupational220Human expert
APEX-12025-09MercorBusiness & Financial, Legal, Healthcare Practitioners100LLM judge (rubric)
tau2-Bench Telecom2025-06SierraOffice & Admin Support114Programmatic
AssetOpsBench2025-06IBM ResearchInstallation, Maintenance & Repair467Hybrid
ALE-Bench2025-06Sakana AI and AtCoderComputer & Mathematical40Programmatic
CRMArena-Pro2025-05Salesforce AI ResearchSales, Office & Admin Support, Business & Financial4,280Hybrid
CadEval2025-04Will Patrick (independent)Architecture & Engineering25Programmatic
SWE-Lancer2025-02OpenAIComputer & Mathematical, Management463Hybrid
The Agent Company2024-12Carnegie Mellon UniversityComputer & Mathematical, Business & Financial, Office & Admin Support175Hybrid
SWE-bench Verified2024-08OpenAI and Princeton UniversityComputer & Mathematical500Programmatic
SciCode2024-07UIUCLife, Physical & Social Science, Computer & Mathematical341Programmatic

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