EMB v1.1 (Excel financial modeling)
Excel financial models (DCF, LBO, M&A) built by an agent and graded against a rubric. Run by Vals AI.
| Category | Agents |
|---|---|
| Metric | Accuracy (%) |
| Source | Vals AI (evaluator) |
| License | None stated |
| Benchmark page | www.vals.ai |
| Status | Scored |
| Weight | 0.8 within Agents |
| Fit | Discrimination 0.55, noise 0.20 |
Results
| # | Model | Provider | Result | Date |
|---|---|---|---|---|
| 1 | Claude Fable 5.2 High | Anthropic | 77.4% | 2026-11-09 |
| 2 | Claude Fable 5.1 Max | Anthropic | 76.7% | 2026-11-09 |
| 3 | Gemini 4 Carbon High | 76.5% | 2026-11-09 | |
| 4 | Claude Sonnet 5.5 Max | Anthropic | 75.9% | 2026-11-09 |
| 5 | Claude Opus 5.5 Max | Anthropic | 75.8% | 2026-11-09 |
| 6 | Muse Wonder Full Max | Meta | 75.0% | 2026-11-09 |
| 7 | Gemini 4 Argon High | 74.8% | 2026-11-09 | |
| 8 | GPT-6.1 Terra Max | OpenAI | 73.3% | 2026-11-09 |
| 9 | Gemini 3.8 Flash High | 72.9% | 2026-11-09 | |
| 10 | GPT-6 Astra Max | OpenAI | 72.7% | 2026-11-09 |
| 11 | Muse Wonder Max | Meta | 72.5% | 2026-11-09 |
| 12 | Muse Ember Max | Meta | 72.2% | 2026-11-09 |
| 13 | Grok 4.7 Extra High | xAI | 71.5% | 2026-11-09 |
| 14 | Kimi K3 Max | Moonshot AI | 71.3% | 2026-11-09 |
| 15 | GPT-6.1 Sol Max | OpenAI | 71.1% | 2026-11-09 |
| 16 | Kimi K3.1 Pro Max | Moonshot AI | 70.0% | 2026-11-09 |
| 17 | GPT-6 Luna Max | OpenAI | 70.0% | 2026-11-09 |
| 18 | Step 5 Preview | StepFun | 69.6% | 2026-11-09 |
| 19 | Inkling 2 Small | Thinking Machines | 69.5% | 2026-11-09 |
| 20 | DeepSeek V4.1 Flash 1017 Max | DeepSeek | 69.2% | 2026-11-09 |
| 21 | GLM-5.3 Max | Zhipu AI | 69.1% | 2026-11-09 |
| 22 | Mistral Large 4 High | Mistral | 69.0% | 2026-11-09 |
| 23 | Hy4 preview | Tencent | 68.9% | 2026-11-09 |
| 24 | MiMo-V2.6-Flash | Xiaomi | 68.9% | 2026-11-09 |
| 25 | MiniMax-M3.1-Flash Max | MiniMax | 67.8% | 2026-11-09 |
| 26 | DeepSeek V4.1 Flash Max | DeepSeek | 67.8% | 2026-11-09 |
| 27 | MiMo-V2.6-Pro | Xiaomi | 67.3% | 2026-11-09 |
| 28 | GLM-5.3-Flash Max | Zhipu AI | 66.3% | 2026-11-09 |
| 29 | Hy4 | Tencent | 66.2% | 2026-11-09 |
| 30 | Qwen3.8 Max | Alibaba | 66.0% | 2026-11-09 |
| 31 | Claude Haiku 5.5 Max | Anthropic | 65.5% | 2026-11-09 |
| 32 | DeepSeek V4 Pro 0813 Max | DeepSeek | 65.1% | 2026-11-09 |
| 33 | Beam 1.0 | Reflection | 64.7% | 2026-11-09 |
| 34 | Muse Spark Open Extra High | Meta | 62.0% | 2026-11-09 |
| 35 | MiniMax-M3 | MiniMax | 59.8% | 2026-11-09 |
| 36 | Mercury 3 High | Inception | 57.9% | 2026-11-09 |
| 37 | Nemotron 3.5 Super VL 120B A12B High | NVIDIA | 52.8% | 2026-11-09 |
| 38 | Inkling | Thinking Machines | 41.0% | 2026-11-09 |
| 39 | Inkling Small | Thinking Machines | 40.8% | 2026-11-09 |