AI for Logistics

286 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.

How we rank: composite score (benchmark scores 90%, capabilities 5%, context window 5%) adjusted with use-case-specific capability bonuses.

#1 for Logistics

286

Total Ranked

234

Reasoning

258

JSON Mode

286

Function Calling

Logistics AI - Ranked by Logistics Score

#	Model	Provider	Score	$/1M Out	Context
1	Claude Fable 5Anthropic	Anthropic	97	$50.00	1M
2	Claude Fable 5 (batch)Anthropic	Anthropic	97	$25.00	1M
3	Claude Opus 5 (Fast)Anthropic	Anthropic	95	$50.00	1M
4	Claude Opus 5Anthropic	Anthropic	95	$25.00	1M
5	Claude Opus 4.8 (Fast)Anthropic	Anthropic	95	$50.00	1M
6	Claude Opus 4.8Anthropic	Anthropic	95	$25.00	1M
7	Claude Opus 4.7 (Fast)Anthropic	Anthropic	95	$150.00	1M
8	Claude Opus 4.7Anthropic	Anthropic	95	$25.00	1M
9	Claude Opus 4.7 (batch)Anthropic	Anthropic	95	$12.50	1M
10	Claude Opus 4.8 (batch)Anthropic	Anthropic	95	$12.50	1M
11	GPT-5.5 ProOpenAI	OpenAI	93	$180.00	1.1M
12	GPT-5.5 Pro (batch)OpenAI	OpenAI	93	$90.00	1.1M
13	GPT-5.5OpenAI	OpenAI	93	$30.00	1.1M
14	GPT-5.5 (batch)OpenAI	OpenAI	93	$15.00	1.1M
15	Gemini 3.1 Pro Preview Custom ToolsGoogle	Google	92	$12.00	1.0M
16	Gemini 3.1 Pro PreviewGoogle	Google	92	$12.00	1.0M
17	Gemini 3.1 Pro Preview (batch)Google	Google	92	$6.00	1.0M
18	GPT-5.4 ProOpenAI	OpenAI	92	$180.00	1.1M
19	GPT-5.4 Pro (batch)OpenAI	OpenAI	92	$90.00	1.1M
20	GPT-5.4OpenAI	OpenAI	92	$15.00	1.1M
21	GPT-5.4 (batch)OpenAI	OpenAI	92	$7.50	1.1M
22	GPT-5.3-CodexOpenAI	OpenAI	91	$14.00	400K
23	GPT-5.2-CodexOpenAI	OpenAI	91	$14.00	400K
24	GPT-5.2 ProOpenAI	OpenAI	91	$168.00	400K
25	GPT-5.2 Pro (batch)OpenAI	OpenAI	91	$84.00	400K
26	GPT-5.2OpenAI	OpenAI	91	$14.00	400K
27	GPT-5.2 (batch)OpenAI	OpenAI	91	$7.00	400K
28	Claude Opus 4.6Anthropic	Anthropic	90	$25.00	1M
29	Claude Opus 4.6 (batch)Anthropic	Anthropic	90	$12.50	1M
30	GPT-5.6 Luna ProOpenAI	OpenAI	89	$0.60	1.1M

AI for Logistics & Operations

Route Optimization

Optimize delivery routes, minimize fuel costs, and reduce transit times. Reasoning models solve complex vehicle routing problems with time-window constraints.

Inventory Management

Forecast demand, optimize reorder points, and manage safety stock levels. JSON mode produces structured inventory reports for WMS integration.

Demand Forecasting

Analyze historical data, seasonal trends, and market signals to predict demand. Function calling enables real-time data integration from multiple sources.

Warehouse Automation

Design pick paths, optimize slotting, and generate packing algorithms. Large context processes full inventory databases for warehouse-wide optimization.

Supply Chain Manufacturing E-Commerce Automation Enterprise LLM Leaderboard Construction Agriculture DevOps

Frequently Asked Questions

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.