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Domains · Nov 3, 2026

Who is SOTA in Finance?Muse Spark 1.2 & Muse Spark 1.1 & GPT-5.6 Luna & GLM 5.3 Flash

Financial analysis on private sets from Vals AI. Finance Agent is the primary; Excel modeling (EMB), TaxEval and Tax Agent Bench rank the rest. Most are graded by LLM judges against expert rubrics. Source: Vals AI. As of Nov 3, 2026, Muse Spark 1.2 & Muse Spark 1.1 & GPT-5.6 Luna & GLM 5.3 Flash are tied for state of… Crown history, benchmark weights and methodology.

Standings · pareto

The board

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#ModelStateConfidenceWhy
1MMuse Spark 1.2
Meta
Pareto · FinancemediumMuse Spark 1.2 shares the Finance best-per-dollar frontier with GLM 5.3 Flash, GPT-5.6 Luna, Muse Spark 1.1 since Oct 20, 2026. Co-SOTA…
1MMuse Spark 1.1
Meta
Pareto · FinancemediumMuse Spark 1.1 shares the Finance best-per-dollar frontier with GLM 5.3 Flash, GPT-5.6 Luna, Muse Spark 1.2 since Oct 20, 2026. Co-SOTA…
1OGPT-5.6 Luna
OpenAI
Pareto · FinancemediumGPT-5.6 Luna shares the Finance best-per-dollar frontier with GLM 5.3 Flash, Muse Spark 1.1, Muse Spark 1.2 since Oct 20, 2026. Co-SOTA…
1ZGLM 5.3 Flash
Zhipu AI
Pareto · FinancemediumGLM 5.3 Flash shares the Finance best-per-dollar frontier with GPT-5.6 Luna, Muse Spark 1.1, Muse Spark 1.2 since Oct 20, 2026. Co-SOTA…
4AClaude Sonnet 4.6
Anthropic
Near-SOTA · FinancemediumClose on Finance (best per dollar): rank #4.
5AClaude Fable 5
Anthropic
Near-SOTA · FinancemediumClose on Finance (best per dollar): rank #5.
6OGPT-5.6 Terra
OpenAI
#6 in FinancemediumRanked #6 in Finance on best per dollar.
7AClaude Fable 5.1
Anthropic
#7 in FinancemediumRanked #7 in Finance on best per dollar.
9OGPT-5.2
OpenAI
#9 in FinancemediumRanked #9 in Finance on best per dollar.
10KKimi K3
Moonshot AI
#10 in FinancemediumRanked #10 in Finance on best per dollar.
12AClaude Opus 4.8
Anthropic
#12 in FinancemediumRanked #12 in Finance on best per dollar.
12AClaude Sonnet 5
Anthropic
#12 in FinancemediumRanked #12 in Finance on best per dollar.
15THInkling Small
thinky
#15 in FinancemediumRanked #15 in Finance on best per dollar.
16THInkling
thinky
#16 in FinancemediumRanked #16 in Finance on best per dollar.
17AClaude Opus 4.7
Anthropic
#17 in FinancemediumRanked #17 in Finance on best per dollar.
Embed

Badges for the leaders

Muse Spark 1.2

PARETO · Finance

[![PARETO · Finance](https://isitsota.com/badge/muse-spark-1-2/finance.svg?slice=pareto)](https://isitsota.com/m/muse-spark-1-2)

<a href="https://isitsota.com/m/muse-spark-1-2"><img alt="PARETO · Finance" src="https://isitsota.com/badge/muse-spark-1-2/finance.svg?slice=pareto" height="28"></a>

Muse Spark 1.1

PARETO · Finance

[![PARETO · Finance](https://isitsota.com/badge/muse-spark-1-1/finance.svg?slice=pareto)](https://isitsota.com/m/muse-spark-1-1)

<a href="https://isitsota.com/m/muse-spark-1-1"><img alt="PARETO · Finance" src="https://isitsota.com/badge/muse-spark-1-1/finance.svg?slice=pareto" height="28"></a>

GPT-5.6 Luna

PARETO · Finance

[![PARETO · Finance](https://isitsota.com/badge/gpt-5-6-luna/finance.svg?slice=pareto)](https://isitsota.com/m/gpt-5-6-luna)

<a href="https://isitsota.com/m/gpt-5-6-luna"><img alt="PARETO · Finance" src="https://isitsota.com/badge/gpt-5-6-luna/finance.svg?slice=pareto" height="28"></a>

GLM 5.3 Flash

PARETO · Finance

[![PARETO · Finance](https://isitsota.com/badge/glm-5-3-flash/finance.svg?slice=pareto)](https://isitsota.com/m/glm-5-3-flash)

<a href="https://isitsota.com/m/glm-5-3-flash"><img alt="PARETO · Finance" src="https://isitsota.com/badge/glm-5-3-flash/finance.svg?slice=pareto" height="28"></a>

Pareto

Quality against blended price

Muse Spark 1.2Muse Spark 1.1GPT-5.6 LunaGLM 5.3 FlashClaude Sonnet 4.6Claude Fable 5GPT-5.6 TerraClaude Fable 5.1GPT-5.2Kimi K3Claude Opus 4.8Claude Sonnet 5
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Best page and recent changes

Best AI model for finance

Evidence recipe

What can move this crown

Source: Vals AI for the Vals benchmarks above: proprietary private test sets run by Vals and republished with permission. Only each benchmark's standard harness counts; product-harness runs (Claude Code, Codex and similar) are not matched to base models. Vals is the only source on this board, so after the first holder a crown change needs two consecutive Vals snapshots that agree. A snapshot is a new Vals release of the board, dated the day isitsota first saw it.

Who is SOTA in Finance?

As of Nov 3, 2026, Muse Spark 1.2 & Muse Spark 1.1 & GPT-5.6 Luna & GLM 5.3 Flash are tied for state of the art in Finance (since Oct 20, 2026; sources TaxEval; methodology v1.0).

Since when is the Finance crown current?

The current crown in Finance has held since Oct 20, 2026.