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Geneo
AI Visibility Report
01/14/2026
Live Analysis:
ChatGPT_

AI Visibility Report for
studentsupportchatbotdesignguidelines

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Brand Performance Across AI Platforms
All 12 brands referenced across AI platforms for this prompt
Stanford
0
2
Sentiment:
Score:95
University of Iowa
0
2
Sentiment:
Score:95
Capacity
0
1
Sentiment:
Score:55
4Handshake
0
1
Sentiment:
Score:55
5Boundless Learning
0
1
Sentiment:
Score:55
Referenced Domains Analysis
All 24 domains referenced across AI platforms for this prompt
ChatGPT
Perplexity
Google AIO
#1brand.uiowa.edu faviconbrand.uiowa.edu
ChatGPT:
1
Perplexity:
0
Google AIO:
1
2
#2arxiv.org faviconarxiv.org
ChatGPT:
1
Perplexity:
0
Google AIO:
0
1
#3geneo.app favicongeneo.app
ChatGPT:
1
Perplexity:
0
Google AIO:
0
1
#4cs.gmu.edu faviconcs.gmu.edu
ChatGPT:
1
Perplexity:
0
Google AIO:
0
1
#5medium.com faviconmedium.com
ChatGPT:
0
Perplexity:
0
Google AIO:
1
1

AI Search Engine Responses

Compare how different AI search engines respond to this query

ChatGPT

3523 Characters

BRAND (12)

Capacity
Handshake
Boundless Learning
EducationDynamics
Stanford
Social Intents
Mainstay
Comm100
Learnwise
Harvard Business Publishing
University of Iowa
CampusMind

SUMMARY

ChatGPT provides a structured educational approach focusing on user-centered design principles. It emphasizes understanding student needs, personalization features, and tailoring chatbot personas to target audiences. The response includes specific recommendations for intuitive interactions and references to academic sources, presenting guidelines in a clear, methodical format with numbered sections.

Perplexity

2473 Characters

BRAND (12)

Capacity
Handshake
Boundless Learning
EducationDynamics
Stanford
Social Intents
Mainstay
Comm100
Learnwise
Harvard Business Publishing
University of Iowa
CampusMind

SUMMARY

Perplexity delivers a comprehensive guide covering key design principles including 24/7 availability, personalization, and quick onboarding. It provides detailed implementation strategies such as establishing dedicated onboarding teams, training bots like new employees, and defining institutional personality. The response emphasizes practical aspects like human escalation, system integrations, and continuous knowledge base updates.

Google AIO

2981 Characters

BRAND (12)

Capacity
Handshake
Boundless Learning
EducationDynamics
Stanford
Social Intents
Mainstay
Comm100
Learnwise
Harvard Business Publishing
University of Iowa
CampusMind

SUMMARY

Google AIO presents a technical framework emphasizing user-centric design, clear communication, and robust knowledge bases. It focuses on core design principles including defining specific use cases, managing student expectations, and ensuring transparency. The response highlights practical considerations like accessibility, security, and brand alignment while advocating for prototype testing and feedback collection.

Strategic Insights & Recommendations

Dominant Brand

No specific chatbot brands were prominently featured across the platforms, with responses focusing on general design principles rather than vendor recommendations.

Platform Gap

ChatGPT provides academic-focused guidelines, Perplexity emphasizes operational implementation strategies, while Google AIO concentrates on technical framework considerations.

Link Opportunity

All platforms provide extensive external references and citations, creating opportunities for educational institutions and chatbot vendors to establish thought leadership content.

Key Takeaways for This Prompt

User-centered design and understanding student needs is universally emphasized across all platforms as the foundation for effective chatbot development.

Personalization features and institutional brand alignment are critical components mentioned by all platforms for creating engaging student experiences.

24/7 availability and seamless human escalation capabilities are highlighted as essential operational requirements for student support systems.

Continuous learning, knowledge base updates, and iterative improvement through student feedback are emphasized as ongoing maintenance requirements.

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