AlphaEval
AlphaEval bridges the gap between academic benchmarks and real-world production, evaluating an Agent's true ability to deliver value and providing an industrial compass for market readiness.
Real-world Tasks
Evaluation Framework
Market Readiness
Total Task Hours
2,421
hrs
US Market Valuation
$154K-231K
USD
CN Market Valuation
¥391K-570K
CNY
Domains
6 Domains
Human Resources
Finance & Investment
Procurement & Ops
Software Engineering
Healthcare & Life Sci
Technology Research
94
Real Business Tasks
Expert-level value anchoring based on real-world business scenarios
SOTA Leaderboard
Comprehensive evaluation results based on real business scenarios. Click on a row to view specific task scores.
Last Updated: 2026-04-01
| Rank | Scaffold | Model | Avg Score (Avg. 94) | Details |
|---|---|---|---|---|
1 | Claude Code | Claude Opus 4.6 | 64.41 | |
2 | Cursor | Claude Opus 4.6 | 61.85 | |
3 | GitHub Copilot | Claude Opus 4.6 | 61.31 | |
4 | GitHub Copilot | GPT-5.2 | 54.91 | |
5 | Codex CLI | Claude Opus 4.6 | 53.45 | |
6 | Claude Code | Gemini 3 Pro | 50.78 | |
7 | Codex CLI | GLM-5 | 49.85 | |
8 | GitHub Copilot | Gemini 3 Pro | 49.92 | |
9 | Claude Code | GLM-5 | 48.70 | |
10 | Codex CLI | GPT-5.2 | 47.59 | |
11 | Codex CLI | Kimi K2.5 | 43.09 | |
12 | Claude Code | Kimi K2.5 | 43.90 | |
13 | Claude Code | MiniMax M2.5 | 40.89 | |
14 | Claude Code | GPT-5.2 | 39.47 |