Best LLMs for Financial Analysis & Trading Decisions
Read business/financial docs deeply enough to make forward-looking judgments about opportunity and risk.
Read business/financial docs deeply enough to make forward-looking judgments about opportunity and risk.
Task-by-task breakdown
Profiled Document Section Analysis
Analyzes one document section using supplied document conventions, analytical dimensions, evidence boundaries, and decision context. Illustrative uses include analyzing a contract clause, software …
| Model | Quality (% of best) | Confidence | Overpay |
|---|---|---|---|
| GPT-6 Luna ★ | 97% | HIGH | best value |
| DeepSeek V4.1 Flash | 92% | MEDIUM | 4.3x |
| GPT-6 Sol | 92% | HIGH | 15x |
| GLM-5.3 Flash | 92% | RANKED | 16x |
| Meta Muse Spark 1.3 | 90% | HIGH | 41x |
| Tencent Hy4 Preview | 91% | HIGH | 49x |
| Grok 4.7 best | 100% | RANKED | 65x |
| Moonshot Kimi K3 | 91% | RANKED | 87x |
Subject Configuration Generation
Converts a free-form subject or organization brief into a normalized research configuration containing identity, type, industry, focus areas, regions, identifiers, and suggested cadence. Illustrative …
| Model | Quality (% of best) | Confidence | Overpay |
|---|---|---|---|
| MiniMax M3 ★ | 99% | RANKED | best value |
| Qwen 3.7 Plus best | 100% | RANKED | 4.3x |
| Thinking Machines Inkling | 100% | HIGH | 21x |
Multi Perspective Decision Synthesis
Synthesizes multiple analyses and adversarial perspectives into a structured decision, confidence assessment, and optional constrained action plan. Illustrative uses include synthesizing evidence for …
| Model | Quality (% of best) | Confidence | Overpay |
|---|---|---|---|
| DeepSeek V4.1 Flash ★ | 91% | MEDIUM | best value |
| Xiaomi MiMo V2.6 Pro | 90% | MEDIUM | 2.1x |
| Qwen 3.7 Plus | 94% | RANKED | 3.4x |
| GLM-5.3 Flash | 97% | HIGH | 6.7x |
| Thinking Machines Inkling Small | 96% | HIGH | 10x |
| Tencent Hy4 Preview | 94% | HIGH | 15x |
| Claude Sonnet 5.5 | 94% | MEDIUM | 16x |
| Thinking Machines Inkling | 97% | HIGH | 19x |
| Meta Muse Spark 1.3 | 92% | RANKED | 20x |
| Grok 4.7 | 91% | MEDIUM | 25x |
| Claude Opus 5.5 | 96% | MEDIUM | 33x |
| Qwen 3.8 Max | 90% | HIGH | 37x |
| Moonshot Kimi K3 best | 100% | RANKED | 41x |
| GLM-5.3 | 97% | RANKED | 61x |
Profiled Document Analysis
Analyzes a supplied document using caller-provided document conventions, evidence rules, analytical dimensions, materiality, and decision context. Illustrative uses include analyzing contract risk, …
| Model | Quality (% of best) | Confidence | Overpay |
|---|---|---|---|
| DeepSeek V4.1 Flash ★ | 92% | MEDIUM | best value |
| Gemini 3.8 Flash | 91% | HIGH | 2.4x |
| GPT-6 Sol | 93% | HIGH | 3.4x |
| MiniMax M3 | 90% | MEDIUM | 3.9x |
| Meta Muse Spark 1.3 | 98% | HIGH | 9.2x |
| Claude Sonnet 5.5 | 95% | MEDIUM | 13x |
| Claude Opus 5.5 | 95% | HIGH | 14x |
| Thinking Machines Inkling | 94% | MEDIUM | 14x |
| Tencent Hy4 Preview | 99% | MEDIUM | 23x |
| Grok 4.7 best | 100% | MEDIUM | 23x |
| Qwen 3.8 Max | 95% | MEDIUM | 36x |
| Moonshot Kimi K3 | 99% | MEDIUM | 50x |
| GLM-5.3 | 98% | MEDIUM | 122x |
Catalyst And Scenario Analysis
Identifies and analyzes catalysts, scenarios, risks, timing, and potential effects for a subject using supplied sources and an analytical profile. Illustrative uses include analyzing scenarios around …
| Model | Quality (% of best) | Confidence | Overpay |
|---|---|---|---|
| GPT-6 Luna ★ | 98% | MEDIUM | best value |
| Thinking Machines Inkling Small | 91% | MEDIUM | 8.2x |
| GLM-5.3 Flash | 91% | MEDIUM | 16x |
| GPT-6 Sol best | 100% | MEDIUM | 19x |
| Meta Muse Spark 1.3 | 91% | HIGH | 28x |
| Thinking Machines Inkling | 91% | MEDIUM | 38x |
| Tencent Hy4 Preview | 90% | HIGH | 45x |
| Claude Opus 5.5 | 94% | MEDIUM | 61x |
| Grok 4.7 | 92% | MEDIUM | 64x |
| Moonshot Kimi K3 | 93% | MEDIUM | 100x |
| GLM-5.3 | 94% | HIGH | 165x |
Confidence — how sure we are about the quality score (more judgments + more agreement = higher confidence): RANKED many independent judges scored this model's outputs and their agreement is very high (most confident) — HIGH many judges have scored it and they mostly agree (well-pinned) — MEDIUM enough judges have weighed in to publish, but they disagree more than we'd like (treat with a small grain of salt). LOW-confidence cells are hidden everywhere on the site. See the methodology for the exact thresholds.