Investor's Last Exam · financebench-v9-60 · 2026-09-02
57 point-in-time equity research tasks, scored end to end; three frontier agents in the same financial data environment; data cutoffs enforced by the environment, not by asking models to comply. 57 个定点时刻的股票研究任务，全流程评分；三个前沿智能体，跑在同一个金融数据世界；数据截止时间由环境强制执行，不依赖提示词控制模型自觉。
01 / leaderboard榜单
For each task, divide the weight of passed criteria by the total weight of eligible criteria and multiply by 100. Average the scores across 57 tasks and two judges. 每道题按通过的评分点权重占比计分，满分 100 分；再对 57 道题及两名评审的得分取平均。
3 models · no human panel in this run3 个模型 · 本轮无人类对照组
02 / what it costs代价
Compare research quality with token consumption, task completion time and estimated model API cost. 结合 token 用量、完成题目的时间和模型 API 估算费用，对比各模型的研究质量与投入。
Cost is estimated primary-model API spend per task, excluding reader, evaluation and infrastructure. End-to-end time includes sandbox preparation and queueing.费用为平均每题的作答主模型 API 估算，不含 reader、评分和基础设施；端到端耗时包含沙箱准备与排队。
03 / About us关于我们
AI and fintech doctorates out of Shanghai Jiao Tong University, Cambridge and SAIF, working in a long-term partnership with SJTU's RethinkLab — whose director, Prof. Junchi Yan (严骏驰), is our chief scientist. The company closed an angel round in the tens of millions of RMB. 团队来自上海交通大学、剑桥与上海高级金融学院（SAIF）的 AI 与金融科技博士，并与上海交大 RethinkLab 建立长期合作——实验室负责人严骏驰教授担任我们的首席科学家。公司已完成数千万元人民币的天使轮融资。
Our forecasting work includes the 2026 World Cup project at prophetlab-worldcup.com, with millions of reads, all four semifinalists correctly forecast and the 1–0 final score predicted. Prophet Engine has also ranked first on FutureX.
我们的预测实践包括 2026 世界杯项目 prophetlab-worldcup.com，累计阅读量数百万，四强全部命中，并预测中决赛 1–0 的比分；自研 Prophet Engine 也曾位列 FutureX 第一。