New: Claude Fable 5.2 eval report is here.Read the report ↗

Best LLMs for finance and due diligence

DeepFinance

Tests private equity and investment banking work such as valuation, due diligence and financial modeling, helping you assess AI support for demanding client analysis. Scores reflect deliverables, workflow and judgment in model-specific agent setups.

Updated: Data as of:
Widely usedNot saturated
Official benchmark
DeepFinance results. Each row identifies its benchmark version and evaluation track. Scores from different versions are not directly comparable. Best effort from the latest stored report date per model and version.
Model / creatorVersionReported score
Claude Opus 5.5Anthropic · ProprietaryNovember 5, 2026 / native agent harnesses54.8%95% CI 46.2%–64.4%
Claude Sonnet 5.5Anthropic · ProprietaryNovember 5, 2026 / native agent harnesses54.6%95% CI 46%–63.9%
GPT-6 AstraOpenAI · ProprietaryNovember 5, 2026 / native agent harnesses54.2%95% CI 46.4%–62.6%
GPT-6.1 SolOpenAI · ProprietaryNovember 5, 2026 / native agent harnesses52.9%95% CI 45.4%–61%
Claude Fable 5.1Anthropic · ProprietaryNovember 5, 2026 / native agent harnesses45.6%95% CI 40.7%–51.3%
GPT-6.1 TerraOpenAI · ProprietaryNovember 5, 2026 / native agent harnesses43.5%95% CI 37.1%–50.6%
Gemini 4 ArgonGoogle · ProprietaryNovember 5, 2026 / native agent harnesses41.3%95% CI 34.7%–48.8%
Muse Spark 1.3Meta · ProprietaryNovember 5, 2026 / native agent harnesses37%95% CI 32.6%–41.9%
Kimi K3.1 ProMoonshot AI · Open source / open weightsNovember 5, 2026 / native agent harnesses34.6%95% CI 30.4%–39.2%
Grok 4.7xAI · ProprietaryNovember 5, 2026 / native agent harnesses34.1%95% CI 29.9%–38.7%
Qwen 3.8 MaxQwen · Not classifiedNovember 5, 2026 / native agent harnesses30.3%95% CI 26.3%–34.6%
GLM-5.3Z.ai · Open source / open weightsNovember 5, 2026 / native agent harnesses27.7%95% CI 23.9%–31.5%
DeepSeek V4.1 FlashDeepSeek · Open source / open weightsNovember 5, 2026 / native agent harnesses27.3%95% CI 23.6%–31.3%
GPT-6 LunaOpenAI · ProprietaryNovember 5, 2026 / native agent harnesses24.6%95% CI 20.1%–29.2%
Mistral Large 4Mistral · Open source / open weightsNovember 5, 2026 / native agent harnesses21.5%95% CI 17.2%–25.9%
DeepSeek V4 ProDeepSeek · Open source / open weightsNovember 5, 2026 / native agent harnesses20.5%95% CI 16.5%–24.7%
View all 16 published reports
November 5, 2026 / native agent harnesses

attempts: 10 · metric: Mean rubric score · native harness: claude-code 2.1.318 · reasoning effort: max · Julius Research native-agent protocol; claude-code 2.1.318; effort=max; 21 tasks, 10 successful attempts per task; native tools and web search enabled, ask-user disabled. Harnesses vary by model. · tasks: 21 · Tools enabled

Julius Research ↗
November 5, 2026 / native agent harnesses

attempts: 10 · metric: Mean rubric score · native harness: claude-code 2.1.318 · reasoning effort: max · Julius Research native-agent protocol; claude-code 2.1.318; effort=max; 21 tasks, 10 successful attempts per task; native tools and web search enabled, ask-user disabled. Harnesses vary by model. · tasks: 21 · Tools enabled

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November 5, 2026 / native agent harnesses

attempts: 10 · metric: Mean rubric score · native harness: codex 0.166.0 · reasoning effort: xhigh · Julius Research native-agent protocol; codex 0.166.0; effort=xhigh; 21 tasks, 10 successful attempts per task; native tools and web search enabled, ask-user disabled. Harnesses vary by model. · tasks: 21 · Tools enabled

Julius Research ↗
November 5, 2026 / native agent harnesses

attempts: 10 · metric: Mean rubric score · native harness: codex 0.166.0 · reasoning effort: xhigh · Julius Research native-agent protocol; codex 0.166.0; effort=xhigh; 21 tasks, 10 successful attempts per task; native tools and web search enabled, ask-user disabled. Harnesses vary by model. · tasks: 21 · Tools enabled

Julius Research ↗
November 5, 2026 / native agent harnesses

attempts: 10 · metric: Mean rubric score · native harness: claude-code 2.1.318 · reasoning effort: max · Julius Research native-agent protocol; claude-code 2.1.318; effort=max; 21 tasks, 10 successful attempts per task; native tools and web search enabled, ask-user disabled. Harnesses vary by model. · tasks: 21 · Tools enabled

Julius Research ↗
November 5, 2026 / native agent harnesses

attempts: 10 · metric: Mean rubric score · native harness: codex 0.166.0 · reasoning effort: xhigh · Julius Research native-agent protocol; codex 0.166.0; effort=xhigh; 21 tasks, 10 successful attempts per task; native tools and web search enabled, ask-user disabled. Harnesses vary by model. · tasks: 21 · Tools enabled

Julius Research ↗
November 5, 2026 / native agent harnesses

attempts: 10 · metric: Mean rubric score · native harness: opencode-ai 1.19.3 · reasoning effort: high · Julius Research native-agent protocol; opencode-ai 1.19.3; effort=high; 21 tasks, 10 successful attempts per task; native tools and web search enabled, ask-user disabled. Harnesses vary by model. · tasks: 21 · Tools enabled

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November 5, 2026 / native agent harnesses

attempts: 10 · metric: Mean rubric score · native harness: opencode-ai 1.19.3 · reasoning effort: max · Julius Research native-agent protocol; opencode-ai 1.19.3; effort=max; 21 tasks, 10 successful attempts per task; native tools and web search enabled, ask-user disabled. Harnesses vary by model. · tasks: 21 · Tools enabled

Julius Research ↗
November 5, 2026 / native agent harnesses

attempts: 10 · metric: Mean rubric score · native harness: kimi-code 2.4.1 · reasoning effort: max · Julius Research native-agent protocol; kimi-code 2.4.1; effort=max; 21 tasks, 10 successful attempts per task; native tools and web search enabled, ask-user disabled. Harnesses vary by model. · tasks: 21 · Tools enabled

Julius Research ↗
November 5, 2026 / native agent harnesses

attempts: 10 · metric: Mean rubric score · native harness: x.ai 1.0.70 · reasoning effort: xhigh · Julius Research native-agent protocol; x.ai 1.0.70; effort=xhigh; 21 tasks, 10 successful attempts per task; native tools and web search enabled, ask-user disabled. Harnesses vary by model. · tasks: 21 · Tools enabled

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November 5, 2026 / native agent harnesses

attempts: 10 · metric: Mean rubric score · native harness: qwen-code 0.26.6 · reasoning effort: xhigh · Julius Research native-agent protocol; qwen-code 0.26.6; effort=xhigh; 21 tasks, 10 successful attempts per task; native tools and web search enabled, ask-user disabled. Harnesses vary by model. · tasks: 21 · Tools enabled

Julius Research ↗
GLM-5.327.7%
November 5, 2026 / native agent harnesses

attempts: 10 · metric: Mean rubric score · native harness: opencode-ai 1.19.3 · reasoning effort: max · Julius Research native-agent protocol; opencode-ai 1.19.3; effort=max; 21 tasks, 10 successful attempts per task; native tools and web search enabled, ask-user disabled. Harnesses vary by model. · tasks: 21 · Tools enabled

Julius Research ↗
November 5, 2026 / native agent harnesses

attempts: 10 · metric: Mean rubric score · native harness: opencode-ai 1.19.3 · reasoning effort: max · Julius Research native-agent protocol; opencode-ai 1.19.3; effort=max; 21 tasks, 10 successful attempts per task; native tools and web search enabled, ask-user disabled. Harnesses vary by model. · tasks: 21 · Tools enabled

Julius Research ↗
November 5, 2026 / native agent harnesses

attempts: 10 · metric: Mean rubric score · native harness: codex 0.166.0 · reasoning effort: xhigh · Julius Research native-agent protocol; codex 0.166.0; effort=xhigh; 21 tasks, 10 successful attempts per task; native tools and web search enabled, ask-user disabled. Harnesses vary by model. · tasks: 21 · Tools enabled

Julius Research ↗
November 5, 2026 / native agent harnesses

attempts: 10 · metric: Mean rubric score · native harness: mistral-vibe 2.24.3 · reasoning effort: high · Julius Research native-agent protocol; mistral-vibe 2.24.3; effort=high; 21 tasks, 10 successful attempts per task; native tools and web search enabled, ask-user disabled. Harnesses vary by model. · tasks: 21 · Tools enabled

Julius Research ↗
November 5, 2026 / native agent harnesses

attempts: 10 · metric: Mean rubric score · native harness: opencode-ai 1.19.3 · reasoning effort: max · Julius Research native-agent protocol; opencode-ai 1.19.3; effort=max; 21 tasks, 10 successful attempts per task; native tools and web search enabled, ask-user disabled. Harnesses vary by model. · tasks: 21 · Tools enabled

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