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Geneo
AI Visibility Report
12/15/2025
Live Analysis:
ChatGPT_

AI Visibility Report for
robotvacuumlidarvscameranavigation

Are you in the answers when your customers ask AI?

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Brand Performance Across AI Platforms
All 3 brands referenced across AI platforms for this prompt
Roborock
3
1
Sentiment:
Score:95
Ecovacs
1
1
Sentiment:
Score:70
Neato
1
0
Sentiment:
Score:55
Referenced Domains Analysis
All 10 domains referenced across AI platforms for this prompt
ChatGPT
Perplexity
Google AIO
#1youtube.com faviconyoutube.com
ChatGPT:
1
Perplexity:
2
Google AIO:
0
3
#2techradar.com favicontechradar.com
ChatGPT:
2
Perplexity:
1
Google AIO:
0
3
#3ecovacs.com faviconecovacs.com
ChatGPT:
0
Perplexity:
1
Google AIO:
0
1
#4au.narwal.com faviconau.narwal.com
ChatGPT:
0
Perplexity:
1
Google AIO:
0
1
#5robomaidz.com faviconrobomaidz.com
ChatGPT:
1
Perplexity:
0
Google AIO:
0
1

AI Search Engine Responses

Compare how different AI search engines respond to this query

ChatGPT

3809 Characters

BRAND (3)

Roborock
Ecovacs
Neato

SUMMARY

ChatGPT provides an educational breakdown of LiDAR and camera navigation technologies, explaining how LiDAR uses laser beams for 360-degree mapping and excels in low-light conditions. The response focuses on technical explanations with supporting links from tech publications, offering a structured comparison format that helps users understand the fundamental differences between these navigation systems.

Perplexity

2629 Characters

BRAND (3)

Roborock
Ecovacs
Neato

SUMMARY

Perplexity delivers a direct comparative analysis stating that LiDAR outperforms camera-based navigation in speed, accuracy, reliability, and low-light performance. The response includes technical details about how each system works, with LiDAR using laser sensors and triangulation while vSLAM relies on visual feature analysis, presented in a structured comparison table format.

Google AIO

0 Characters

BRAND (3)

Roborock
Ecovacs
Neato

SUMMARY

No summary available.

Strategic Insights & Recommendations

Dominant Brand

Roborock appears most frequently across platforms with 3 mentions on ChatGPT, while Ecovacs and Neato receive minimal mentions.

Platform Gap

ChatGPT provides educational explanations while Perplexity offers direct performance comparisons, with Google AIO missing entirely from this technical query.

Link Opportunity

Both responding platforms heavily cite external sources, indicating strong opportunities for technical content and comparison guides to be referenced.

Key Takeaways for This Prompt

LiDAR navigation is consistently presented as superior to camera-based systems across both platforms.

Technical explanations focus on mapping precision and low-light performance as key differentiators.

Platforms use different approaches - educational vs comparative - to explain the same technology concepts.

Brand mentions are limited, suggesting opportunities for manufacturers to create more educational content about their navigation technologies.

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