251 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 | 92 |
| 2 | GPT-5.4OpenAI | 92 |
| 3 | GPT-5.2 ProOpenAI | 91 |
| 4 | Claude Opus 4.6 (Fast)Anthropic | 90 |
| 5 | Claude Opus 4.6Anthropic | 90 |
| 6 | Grok 4.20xAI | 89 |
| 7 | GPT-5.3-CodexOpenAI | 89 |
| 8 | GPT-5 ProOpenAI | 89 |
| 9 | Gemini 3 Flash PreviewGoogle | 88 |
| 10 | Grok 4xAI | 88 |
| 11 | GPT-5.1-Codex-MaxOpenAI | 88 |
| 12 | GPT-5.2-CodexOpenAI | 90 |
| 13 | GPT-5.2OpenAI | 90 |
| 14 | o3 Deep ResearchOpenAI | 87 |
| 15 | o3 ProOpenAI | 87 |
| 16 | o3OpenAI | 87 |
| 17 | GPT-5 CodexOpenAI | 88 |
| 18 | GPT-5OpenAI | 88 |
| 19 | Claude Sonnet 4.6Anthropic | 85 |
| 20 | Claude Opus 4.5Anthropic | 85 |
| 21 | GPT-5.1OpenAI | 87 |
| 22 | GPT-5.1-CodexOpenAI | 87 |
| 23 | GPT-5.1-Codex-MiniOpenAI | 87 |
| 24 | Gemini 2.5 ProGoogle | 84 |
| 25 | Gemini 2.5 Pro Preview 06-05Google | 84 |
| 26 | Gemini 2.5 Pro Preview 05-06Google | 84 |
| 27 | Claude Sonnet 4.5Anthropic | 82 |
| 28 | o4 Mini Deep ResearchOpenAI | 81 |
| 29 | o4 MiniOpenAI | 81 |
| 30 | Gemini 3.1 Pro Preview Custom ToolsGoogle | 81 |
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.
Models analyze shipping routes, predict delivery times, optimize warehouse layouts, and forecast demand. Function calling integrates with TMS and WMS systems. Reasoning handles complex multi-variable optimization problems like vehicle routing and inventory placement.
Models with web search monitor news, weather, and geopolitical events that affect supply chains. Reasoning identifies cascading effects and suggests alternative routes or suppliers. They analyze historical disruption patterns to improve preparedness.
Function calling integrates with GPS tracking, ELD systems, and fuel management APIs. Reasoning optimizes multi-stop routing. JSON mode outputs structured dispatch instructions. Web search provides real-time traffic and weather data for dynamic route adjustment.
Yes, vision models process customs forms, bills of lading, and certificates of origin. Reasoning verifies HS codes and compliance requirements. JSON mode generates structured customs declarations. Large context handles complex trade agreements and regulatory frameworks.