AI for Supply Chain

286 models ranked for supply chain and logistics. Scored with bonuses for reasoning (optimization), function calling (ERP integration), JSON mode (structured data), large context (documents), and web search (market data).

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

#1 for Supply Chain

286

Total Ranked

234

Reasoning

286

API Integration

259

JSON Mode

Supply Chain AI - Ranked by Operations 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 in Supply Chain Management

Demand Forecasting

Reasoning models analyze historical patterns, seasonal trends, and external factors to predict demand. Web search integration adds real-time market signals to forecasting models.

Inventory Optimization

Function calling integrates with ERP and warehouse management systems. JSON mode ensures structured output for automated reorder points and stock-level adjustments.

Route & Logistics Planning

Reasoning models optimize delivery routes, warehouse allocation, and transportation schedules considering constraints like capacity, deadlines, and cost targets.

Supplier Analysis

Large context models process supplier contracts, performance reports, and compliance documents. Web search tracks supplier news, disruptions, and market conditions.

AI for Business Reasoning Models Function Calling AI for Finance Enterprise Models LLM Leaderboard Manufacturing Construction Agriculture Logistics DevOps

Frequently Asked Questions

Models integrate with ERP, WMS, and TMS systems via function calling to provide real-time visibility across the supply chain. They analyze multi-tier supplier data, track shipments, and identify potential bottlenecks before they cause disruptions.

Reasoning models analyze historical demand, seasonality, promotions, and external factors to generate forecasts. Web search provides market intelligence and competitor activity. They identify demand signals earlier than traditional methods and suggest inventory adjustments.

Web search monitors supplier financial health and news. Reasoning evaluates supplier performance and risk. Function calling integrates with procurement systems. JSON mode outputs structured scorecards and RFP responses. Large context processes complex supplier agreements.

Models design warehouse layouts, optimize pick paths, generate replenishment plans, and schedule deliveries. Reasoning handles complex constraints (capacity, labor, delivery windows). Function calling integrates with WMS and robotics systems for automated execution.