AI for Robotics

241 models ranked for robotics and physical automation. Scored with heavy bonuses for reasoning (planning & control), vision (sensor processing), function calling (tool use), and JSON mode (structured commands).

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

#1 for Robotics

241

Total Ranked

166

Vision

241

Reasoning

Open Source

Robotics AI - Ranked by Robotics 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 Robotics & Automation

Motion Planning & Control

Reasoning models decompose complex tasks into action sequences. Function calling enables direct integration with robot control APIs, ROS topics, and hardware interfaces.

Computer Vision

Vision-capable models process camera feeds for object detection, scene understanding, and spatial reasoning. Critical for pick-and-place, navigation, and quality inspection.

Code Generation

Generate ROS nodes, control algorithms, sensor fusion pipelines, and simulation configurations. JSON mode produces structured command sequences for robot execution.

Edge Deployment

Open-source models can run on-device for low-latency inference. Self-hosted options provide the data privacy and deterministic behavior required for safety-critical systems.

Science Vision Models Reasoning Function Calling Self-Hosted LLM Leaderboard Manufacturing Construction Agriculture Logistics DevOps

Frequently Asked Questions

Models generate ROS2 nodes, control algorithms, path planning code, and sensor fusion logic. Reasoning handles complex kinematics calculations and state machine design. Vision models analyze sensor data and camera feeds for object detection and navigation.

Models generate C++ and Python control loops, PID implementations, and trajectory planners. For hard real-time requirements, use AI-generated code as a starting point and optimize for deterministic execution. Models understand timing constraints and priority scheduling.

Vision models process camera data for object recognition and scene understanding. Reasoning handles sensor fusion from lidar, IMU, and cameras. Function calling integrates with ROS topics and services. JSON mode outputs structured perception data.

Models generate Gazebo simulation configurations, test scenarios, and evaluation metrics. They write unit tests for control algorithms and integration tests for ROS2 systems. Reasoning helps design edge cases for thorough testing coverage.