FrontierFinance - Company Research: leaderboard

The 32 FrontierFinance queries on company research, 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 2030. 16 models tracked.

Top models

#ModelScoreOverall rank
1Claude Fable 5.1 (High)53.71#14 (Claude Fable 5.1)
2Muse Wonder52.31#27
3Muse Spark Open (xHigh)52.23#79 (Muse Spark Open)
4Ling-3.0-flash-fin47.79#289
5Gemini 3.8 Flash (Medium)46.58#36 (Gemini 3.8 Flash)
6Claude Opus 5.5 (High)46.28#5 (Claude Opus 5.5)
7Kimi K3 (Max)45.91#53 (Kimi K3)
8GPT-5.6 Sol (Medium)42.15#29 (GPT-5.6 Sol)
9Gemini 3.6 Flash (Medium)41.16#72 (Gemini 3.6 Flash)
10Claude Fable 5 (High)40.54#26 (Claude Fable 5)
11GPT-5.5 (Medium)39.67#48 (GPT-5.5)
12Claude Opus 4.8 (High)38.93#56 (Claude Opus 4.8)
13GLM-5.2 (Max)38.52#137 (GLM-5.2)
14Kimi K2.633.3#173
15DeepSeek V4 Pro (High)32.08#181 (DeepSeek V4 Pro)

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

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