293 models ranked for logistics and operations. Scored with bonuses for reasoning (optimization), JSON mode (structured data), function calling (system integration), large context (complex planning), streaming, and web search.
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 ProOpenAI | 91 |
| 2 | GPT-5.2 ProOpenAI | 90 |
| 3 | GPT-5 ProOpenAI | 90 |
| 4 | o3 ProOpenAI | 82 |
| 5 | Claude Opus 4.1Anthropic | 81 |
| 6 | o3 Deep ResearchOpenAI | 74 |
| 7 | Claude Opus 4.6Anthropic | 71 |
| 8 | Claude Opus 4Anthropic | 76 |
| 9 | o1-proOpenAI | 77 |
| 10 | Claude Opus 4.5Anthropic | 70 |
| 11 | GPT-5.4OpenAI | 70 |
| 12 | Claude Sonnet 4.5Anthropic | 69 |
| 13 | Qwen3 VL 30B A3B ThinkingAlibaba | 69 |
| 14 | Qwen3 VL 235B A22B ThinkingAlibaba | 69 |
| 15 | GPT-5.2OpenAI | 68 |
| 16 | Claude Sonnet 4.6Anthropic | 68 |
| 17 | GPT-5.1OpenAI | 67 |
| 18 | GPT-5.3-CodexOpenAI | 67 |
| 19 | GPT-5.2-CodexOpenAI | 67 |
| 20 | GPT-5OpenAI | 67 |
| 21 | Gemini 3.1 Pro Preview Custom ToolsGoogle | 68 |
| 22 | Gemini 3.1 Pro PreviewGoogle | 68 |
| 23 | Gemini 3 Pro PreviewGoogle | 68 |
| 24 | o4 Mini Deep ResearchOpenAI | 66 |
| 25 | GPT-5.1-Codex-MaxOpenAI | 66 |
| 26 | GPT-5 MiniOpenAI | 65 |
| 27 | GPT-5 NanoOpenAI | 64 |
| 28 | Gemini 3 Flash PreviewGoogle | 66 |
| 29 | Grok 4.1 FastxAI | 64 |
| 30 | Grok 4 FastxAI | 64 |
Optimize delivery routes, minimize fuel costs, and reduce transit times. Reasoning models solve complex vehicle routing problems with time-window constraints.
Forecast demand, optimize reorder points, and manage safety stock levels. JSON mode produces structured inventory reports for WMS integration.
Analyze historical data, seasonal trends, and market signals to predict demand. Function calling enables real-time data integration from multiple sources.
Design pick paths, optimize slotting, and generate packing algorithms. Large context processes full inventory databases for warehouse-wide optimization.