Slate
AI VISIBILITY REPORT

Worldlabs

Complete AI search performance analysis

30 prompts · 3 platforms · 90 responses

Mention Rate

16%
named in 14 of 90 answers
needs work

About Worldlabs

Worldlabs

Worldlabs

World Labs is a spatial intelligence company building frontier world models and products that can perceive, generate, reason about, and interact with the 3D world. Its first product, Marble, creates persistent, editable 3D worlds from multimodal inputs and supports export into downstream workflows.

Category: Spatial intelligence / frontier AI research and product companySegment: AI researchersKey rival: Niantic Spatial

Scorecard

Across all 90 AI answers

Visibility Score

9
0–100 · how often & how high you appear

Mention rate ÷ average rank (0–100). Higher when AI names you often and near the top.

Share of Voice

7.7%
your share vs competitors

Your share of the AI conversation, compared to competitors

Average Rank

#1.8
your position when you appear

Your typical position in AI recommendations

Visibility Distribution

Where you land across 90 answers — 30 prompts × 3 platforms

Top pick #1 · 9 runs
Recommended #2–3 · 2 runs
Mentioned #4+ · 3 runs
Missing Not mentioned · 76 runs

Platform Performance

How your brand shows up on each AI platform — 30 prompts each

ChatGPT

7%
Avg rank #1.0

2/30 responses mention you

Google Overview

27%
Avg rank #1.9

8/30 responses mention you

Perplexity

13%
Avg rank #2.0

4/30 responses mention you

Competitive
Landscape

How you compare against competitors
in AI visibility

8%YOUR SHARE
share of voice
Meshy13.6%
World Labs7.7%
Unreal Engine4.1%
NVIDIA Omniverse3.7%
Tripo AI3.0%
NVIDIA Isaac Sim2.9%
Unity1.9%
Blender1.9%
Other61.3%

Prompt-Level Detail

Every prompt we ran, tagged by type, with who showed up alongside you

#1

What are the best AI tools for generating persistent, editable 3D environments from text or images?

Type

Recommendations

Avg Rank

1st

Platforms

Competitors

Meshy
#2

How do the best 3D environment generation tools compare for persistent scenes versus real-time generated scenes?

Type

Comparisons

Avg Rank

1st

Platforms

Competitors

#3

How do top spatial intelligence platforms compare for editing and reusing generated environments?

Type

Comparisons

Avg Rank

1st

Platforms

Competitors

G
Meshy
#4

What is the best AI tool for creating large, immersive 3D environments from concept art?

Type

Recommendations

Avg Rank

1st

Platforms

Competitors

Meshy
#5

What are the best AI tools for generating simulation-ready environments from text prompts?

Type

Recommendations

Avg Rank

1st

Platforms

Competitors

G
Meshy
#6

How can I generate diverse 3D environments faster for robot training and testing?

Type

Problem-solving

Avg Rank

2nd

Platforms

Competitors

#7

How do I turn a single image into an explorable 3D environment for prototyping?

Type

Problem-solving

Avg Rank

2nd

Platforms

Competitors

Meshy
#8

Which platforms are best for creating photorealistic 3D environments for robotics simulation?

Type

Recommendations

Avg Rank

4th

Platforms

Competitors

#9

What are the top alternatives for AI-generated 3D environments used in simulation and gaming?

Type

Comparisons

Avg Rank

4th

Platforms

Competitors

Meshy
#10

What AI tools can help me prototype an architectural interior as an explorable 3D environment?

Type

Recommendations

Avg Rank

4th

Platforms

Competitors

Meshy
#11

How do leading spatial AI platforms compare for robotics training data generation?

Type

Comparisons

Avg Rank

Platforms

Competitors

Niantic Spatial
#12

How do I choose an AI platform for a robotics research team working with 3D environments?

Type

Buying intent

Avg Rank

Platforms

Competitors

Meshy
#13

What is the fastest way to create physically plausible 3D scenes for simulation research?

Type

Problem-solving

Avg Rank

Platforms

Competitors

Meshy
#14

What is spatial intelligence in AI, and how is it different from text or image generation?

Type

Educational

Avg Rank

Platforms

Competitors

#15

What should I evaluate when buying a 3D environment generation tool for production workflows?

Type

Buying intent

Avg Rank

Platforms

Competitors

Meshy
#16

What are spatial AI models in AI, and what can they do with 3D environments?

Type

Educational

Avg Rank

Platforms

Competitors

#17

What are the strongest options for spatial AI tools that support export to common 2D and 3D formats?

Type

Recommendations

Avg Rank

Platforms

Competitors

Meshy
#18

What AI tools are best for building interactive 3D environments for VR and game development?

Type

Recommendations

Avg Rank

Platforms

Competitors

Meshy
#19

What are good ways to reduce manual work when building 3D environments for VR experiences?

Type

Problem-solving

Avg Rank

Platforms

Competitors

#20

What are the most important features in an AI platform for interactive 3D scene creation?

Type

Buying intent

Avg Rank

Platforms

Competitors

Meshy
#21

Which AI tools are best for generating training environments for embodied AI?

Type

Buying intent

Avg Rank

Platforms

Competitors

#22

What is real-to-sim transfer in robotics, and why does it matter?

Type

Educational

Avg Rank

Platforms

Competitors

#23

What questions should I ask before adopting a spatial intelligence platform for my team?

Type

Buying intent

Avg Rank

Platforms

Competitors

#24

What makes a generated 3D scene physically accurate enough for simulation?

Type

Educational

Avg Rank

Platforms

Competitors

#25

Which AI platforms are best for iterative 3D scene editing after generation?

Type

Recommendations

Avg Rank

Platforms

Competitors

Meshy
#26

What are the best ways to generate high-fidelity indoor environments with AI?

Type

Recommendations

Avg Rank

Platforms

Competitors

Meshy
#27

How do I combine AI-generated 3D scenes with existing 3D assets in a pipeline?

Type

Problem-solving

Avg Rank

Platforms

Competitors

Meshy
#28

How do current AI tools compare for controllable 3D layout generation?

Type

Comparisons

Avg Rank

Platforms

Competitors

Meshy
#29

How do generative 3D tools handle lighting, density, and scene composition?

Type

Educational

Avg Rank

Platforms

Competitors

#30

How can I use AI to create multiple variations of the same 3D environment for testing?

Type

Problem-solving

Avg Rank

Platforms

Competitors

Meshy

Citation Ecosystem

Understanding where AI models source information about your brand

Citation Breakdowncitations by source type
100%Third Party
Owned 0%
Competitor 0%
Third Party 100%
Not Cited 0%
Top Domainsthe sources AI cites most
youtube.com176
arxiv.org62
reddit.com30
medium.com25
linkedin.com21