300 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 | 94 |
| 2 | GPT-5.4OpenAI | 94 |
| 3 | GPT-5.4 MiniOpenAI | 93 |
| 4 | GPT-5.2 ProOpenAI | 93 |
| 5 | GPT-5.2OpenAI | 93 |
| 6 | Claude Opus 4.6Anthropic | 92 |
| 7 | GPT-5 ProOpenAI | 92 |
| 8 | o3 Deep ResearchOpenAI | 92 |
| 9 | Claude Opus 4.5Anthropic | 90 |
| 10 | GPT-5OpenAI | 90 |
| 11 | Claude Sonnet 4.6Anthropic | 89 |
| 12 | Claude Sonnet 4.5Anthropic | 89 |
| 13 | o3 ProOpenAI | 88 |
| 14 | Gemini 3 Flash PreviewGoogle | 89 |
| 15 | Grok 4.1 FastxAI | 87 |
| 16 | Grok 4.20 BetaxAI | 86 |
| 17 | Grok 4xAI | 86 |
| 18 | o3OpenAI | 86 |
| 19 | GPT-5.1OpenAI | 85 |
| 20 | GPT-5.4 NanoOpenAI | 85 |
| 21 | GPT-5.3-CodexOpenAI | 85 |
| 22 | GPT-5.2-CodexOpenAI | 85 |
| 23 | GPT-5.1-Codex-MaxOpenAI | 85 |
| 24 | o4 Mini Deep ResearchOpenAI | 85 |
| 25 | o4 Mini HighOpenAI | 85 |
| 26 | Grok Code Fast 1xAI | 85 |
| 27 | o4 MiniOpenAI | 84 |
| 28 | Gemini 3.1 Pro PreviewGoogle | 86 |
| 29 | Grok 4 FastxAI | 83 |
| 30 | MiMo-V2-OmniXiaomi | 85 |
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.
Based on our composite scoring updated hourly, the top-ranked models are shown at the top of this page. Rankings consider benchmarks, pricing, capabilities, and community adoption.
Yes, several models listed on this page offer free tiers or are fully open-source. Look for models marked as Free in the pricing column above.
We use a composite scoring system combining benchmark performance, capability matching, pricing, context window size, and community adoption. Scores are updated hourly.
Rankings refresh every hour using real-time data from benchmarks, API testing, and community metrics. The data shown always reflects the most current performance.