World Labs vs Manus AI

Side-by-side comparison of AI visibility scores, market position, and capabilities

Manus AI leads in AI visibility (63 vs 38)

World Labs

EmergingAI Infrastructure & Models

Computer Vision & 3D AI

Fei-Fei Li's spatial AI startup raised $1B in Feb 2026 (investors: AMD, Autodesk, NVIDIA); launched Marble generative world model; total funding ~$1.2B

AI VisibilityBeta
Overall Score
D38
Category Rank
#1 of 1
AI Consensus
83%
Trend
up
Per Platform
ChatGPT
38
Perplexity
35
Gemini
42

About

World Labs is a spatial AI company founded in 2024 by Fei-Fei Li, the Stanford AI professor widely credited with creating ImageNet and advancing the deep learning revolution in computer vision. The company is building AI systems that understand, generate, and reason about three-dimensional physical spaces — a capability that sits at the foundation of robotics, augmented reality, autonomous vehicles, and spatial computing applications. World Labs' mission is to give AI a spatial understanding of the world comparable to how humans perceive and navigate physical environments.\n\nWorld Labs launched its first product, Marble, a generative world model capable of creating coherent, navigable 3D environments from images and text prompts. Marble represents a foundational capability for applications that require AI-generated spatial content at scale — from game world generation and architectural visualization to training data for robotics and autonomous systems. The company's research combines advances in neural radiance fields (NeRF), 3D Gaussian splatting, and large-scale generative modeling to produce spatial content with physical consistency and visual fidelity.\n\nWorld Labs raised $1B in February 2026 in a round backed by AMD, Autodesk, and NVIDIA — a strategic investor syndicate that signals the hardware and enterprise software industries' recognition that spatial AI is a foundational technology. Total funding reached approximately $1.2B, making World Labs one of the best-capitalized AI research companies in the spatial computing domain. The involvement of NVIDIA and AMD as investors reflects the enormous compute requirements of training 3D world models and the strategic importance of spatial AI to the broader semiconductor industry.

Full profile

Manus AI

ChallengerAI & Machine Learning

Autonomous AI Agents

General-purpose autonomous AI agent. $125M+ revenue run rate. Acquired by Meta for $2B+ (Dec 2025). Founded 2022, China/Singapore. MIT Innovators Under 35.

AI VisibilityBeta
Overall Score
B63
Category Rank
#1 of 2
AI Consensus
66%
Trend
up
Per Platform
ChatGPT
66
Perplexity
64
Gemini
54

About

Manus AI is a general-purpose autonomous AI agent developed by Butterfly Effect Pte Ltd, founded in 2022 by Yichao "Peak" Ji and Xiao Hong. Relocated from China to Singapore (mid-2025). Launched March 6, 2025, autonomously handling complex tasks like market research, coding, data analysis, and content creation without human intervention.

Full profile

AI Visibility Head-to-Head

38
Overall Score
63
#1
Category Rank
#1
83
AI Consensus
66
up
Trend
up
38
ChatGPT
66
35
Perplexity
64
42
Gemini
54
37
Claude
69
40
Grok
64

Capabilities & Ecosystem

Capabilities

Only World Labs
Computer Vision & 3D AI
Only Manus AI
Autonomous AI Agents

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