FrontierFinance - Screening & Discovery: leaderboard

The 17 FrontierFinance queries on screening and idea discovery, answered in the Finance Agent v2 harness. Graded against expert rubric items by a three-judge majority vote; the score is the mean per-query share of rubric items satisfied (%), and higher is better.

Metric: Rubric qualification rate (%, macro average over queries, three-judge majority vote). Source: research.samaya.ai. Saturation forecast: Around 2031. 16 models tracked.

Top models

#ModelScoreOverall rank
1Muse Wonder39.94#27
2Claude Fable 5.1 (High)39.85#14 (Claude Fable 5.1)
3Muse Spark Open (xHigh)38.05#79 (Muse Spark Open)
4Kimi K3 (Max)36.89#53 (Kimi K3)
5GPT-5.6 Sol (Medium)36.52#29 (GPT-5.6 Sol)
6Gemini 3.6 Flash (Medium)36.11#72 (Gemini 3.6 Flash)
7Claude Opus 5.5 (High)35.59#5 (Claude Opus 5.5)
8Gemini 3.8 Flash (Medium)35.41#36 (Gemini 3.8 Flash)
9GPT-5.5 (Medium)34.78#48 (GPT-5.5)
10Claude Fable 5 (High)33.28#26 (Claude Fable 5)
11Ling-3.0-flash-fin31.83#289
12Claude Opus 4.8 (High)30.17#56 (Claude Opus 4.8)
13DeepSeek V4 Pro (High)28.05#181 (DeepSeek V4 Pro)
14Kimi K2.627.83#173
15GLM-5.2 (Max)24.86#137 (GLM-5.2)

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #6 GPT-6 Astra.

Interactive version: theaggregate.ai/benchmark?slug=frontierfinance-screening-discovery · How It Works · Data refreshed daily, snapshot 2026-11-12.