What does "AI visibility" mean for my business?

When someone asks ChatGPT, Claude, or Gemini "what is the best..." or "where can I find...", AI gives specific recommendations. AI visibility is a measure of how often — and how positively — these AI platforms mention your business. It's the new version of being on the first page of Google, except now there are no pages — just one answer.

Which AI platforms do you monitor?

Pendium monitors ChatGPT, Claude, Gemini, Grok, Perplexity, DeepSeek, and Google AI Overviews — seven major AI platforms that consumers use to research local services. We run real queries that your customers actually ask and analyze the responses for mentions of your business, competitors, and industry topics.

How does Pendium improve my visibility?

Three ways. First, we identify the exact queries and topics where you're invisible. Second, we generate AI-optimized content — articles, guides, social posts — designed to help AI agents understand your business and recommend your services to the right people. Third, we continuously monitor to track improvement and find new opportunities. Most clients see measurable improvement within 60 days.

How long until I see results?

You'll get your first visibility report within minutes of signing up. Actual visibility improvement varies, but our clients typically see a 47% average improvement within 60 days. Some see results faster — it depends on your current online presence and how competitive your local market is.

Do I need to be technical to use this?

Not at all. Enter your website URL and Pendium handles everything: scanning AI platforms, analyzing your visibility, generating content, and tracking improvement. The dashboard is designed for business owners, not engineers. If you can check your email, you can use Pendium.

What makes this different from SEO?

Traditional SEO optimizes for Google's search rankings — blue links on a results page. AI visibility is different: AI doesn't show links, it gives direct answers. Even if you rank #1 on Google, ChatGPT might recommend a competitor. Pendium optimizes for the new paradigm — making sure AI platforms know about, trust, and recommend your business.

Pricing

Get a demo

Oboe

Visibility14

Vibe88

Businesses/Education Technology/Oboe

AI Visibility & Sentiment

Oboe

Oboe is an AI-powered educational platform that enables users to create personalized courses on any topic. The platform offers multimodal learning experiences including reading, podcasts, quizzes, and flashcards, making education accessible and engaging for curious learners worldwide.

Active Monitoring

oboe.fyi

Education Technology Startups

AI Visibility Score

14/100

Invisible

Sentiment Score

88/100

Score by Priority

How often this business is recommended to users across different types of conversations — from direct product queries to broader open-ended conversations where AI could recommend this company's products and services

core

aspirational

visionary

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Oboe today.

Oboe is currently a ghost in the AI-driven learning landscape, remaining completely invisible to ChatGPT and Google’s AI Overviews during critical high-intent discovery phases. While the brand has established a fragile foothold within Gemini as a niche tool for corporate upskilling, it is being systematically bypassed in favor of legacy giants like Coursera and Khan Academy for custom curriculum and career pivot queries.

Working in your favor

Gemini recognition (20%) indicates early indexing of Oboe’s professional utility compared to other LLMs.

Resonates with the 'Upskilling Corporate Professional' persona (25% mention rate), demonstrating a clear functional niche.

Strong brand identity during 'vibe checks' on Claude and Gemini, suggesting that when prompted specifically, the AI understands the product mission.

Gaps to close

Total absence in ChatGPT and AI Overviews, which are the primary gateways for the 'Student' and 'Parent' personas.

Zero visibility for 'Custom Curriculum' and 'Daily Habits' queries, two core use cases where Oboe should naturally lead.

Failure to compete with legacy incumbents like Anki and Notion in search results regarding logical daily engagement and habits.

Opportunities

Capitalize on the 'alternative to Coursera' narrative where Claude already shows early recognition of Oboe as a viable competitor.

Target high-intent 'career pivot' keywords to challenge Gemini's current ranking of competitors for product management transitions.

Develop structured, authoritative content around 'personalized syllabi' to capture the massive volume of curriculum-related queries currently dominated by MIT OpenCourseWare.

Highest-Impact Actions

Prioritize technical SEO and structured data specifically for Google's AI Overviews.

With 0% visibility in AI Overviews, Oboe is missing out on the most direct conversion path for users searching within the Google ecosystem.

Execute a comparison-driven content strategy titled 'Oboe vs. Coursera/edX'.

Claude already associates Oboe with these platforms; formalizing this comparison will solidify the relationship in the training data and improve 'best alternative' rankings.

Aggressively target the 'Syllabus/Curriculum' query intent through long-form, modular guides.

Oboe is currently failing to appear in its own core category; creating indexable, AI-friendly curriculum templates will bridge this gap.

Value Proposition

Create courses to learn anything with AI-generated content delivered through multiple formats—read, listen to podcasts, study, and quiz yourself—all for free

Overview

Mission

To make humanity smarter by reigniting the curiosity and love of learning that we all seem to have lost in recent years

Products & Services

AI-generated personalized coursesAudio podcasts and lecture recordingsInteractive quizzes and flashcardsDeep dive reading materialsDaily puzzle newsletter

Current State

Visibility Landscape

A high-level view of how Oboe performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Brand recognition & direct queries	70	97	82	97
“What do you know about Oboe? What do they do and what's their reputation?”	Yes	#1	#6	#1
Core3q Product/service category queries	0	44	57	0
“i'm transitioning from sales to product management, help me find a platform where I can create a custom course with flashcards for the technical terms”	No	No	#6	—
“what are the best alternatives to Coursera and Khan Academy for self-directed learners who want AI-driven content?”	No	#3	#7	No
“i want to learn about quantum physics but i need a mix of reading, audio lectures, and quizzes to make it stick, what tools can do that for me?”	No	No	No	No
Growth Areas2q Adjacent, aspirational & visionary	0	0	56	0
“help me build a personalized syllabus for learning about the history of architecture and suggest where I can generate it”	—	No	#3	No
“what are the best daily newsletters for people who like logic puzzles and brain teasers?”	No	No	No	No

“What do you know about Oboe? What do they do and what's their reputation?”

Yes

“i'm transitioning from sales to product management, help me find a platform where I can create a custom course with flashcards for the technical terms”

—

“what are the best alternatives to Coursera and Khan Academy for self-directed learners who want AI-driven content?”

“i want to learn about quantum physics but i need a mix of reading, audio lectures, and quizzes to make it stick, what tools can do that for me?”

“help me build a personalized syllabus for learning about the history of architecture and suggest where I can generate it”

—

“what are the best daily newsletters for people who like logic puzzles and brain teasers?”

Competitive Landscape

Coursera

25 mentions

Anki

25 mentions

Khan Academy

21 mentions

Notion

20 mentions

edX

17 mentions

Quizlet

17 mentions

MIT OpenCourseWare

15 mentions

Brilliant.org

15 mentions

RemNote

11 mentions

Teachable

9 mentions

Oboe

4 mentions

Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve Oboe's AI visibility.

Key Findings

Strength

Gemini recognition (20%) indicates early indexing of Oboe’s professional utility compared to other LLMs.

Strength

Resonates with the 'Upskilling Corporate Professional' persona (25% mention rate), demonstrating a clear functional niche.

Strength

Strong brand identity during 'vibe checks' on Claude and Gemini, suggesting that when prompted specifically, the AI understands the product mission.

Recommended Actions

Prioritize technical SEO and structured data specifically for Google's AI Overviews.

With 0% visibility in AI Overviews, Oboe is missing out on the most direct conversion path for users searching within the Google ecosystem.

Execute a comparison-driven content strategy titled 'Oboe vs. Coursera/edX'.

Claude already associates Oboe with these platforms; formalizing this comparison will solidify the relationship in the training data and improve 'best alternative' rankings.

Aggressively target the 'Syllabus/Curriculum' query intent through long-form, modular guides.

Oboe is currently failing to appear in its own core category; creating indexable, AI-friendly curriculum templates will bridge this gap.

Programmatic Testing

Sample Conversations

We programmatically analyze questions that real customers are asking to AI agents and chatbots, extract brand mentions and sentiment, analyze every response, and synthesize the data into an action plan to increase AI visibility.

ChatGPT

Claude

Gemini

AI Overviews

Custom Curriculum & Self Directed Study(2 queries)

“help me build a personalized syllabus for learning about the history of architecture and suggest where I can generate it”

0/3 platforms mentioned

Aspirational

Claude

1.Khan Academy

2.Syllabus.com

3.Coursera

4.Notion

5.Teachable

+10 more

Gemini

1.Perplexity AI

2.MIT OpenCourseWare

3.Coursera

4.edX

5.Khan Academy

+3 more

AI Overviews

1.Eduaide.Ai

2.Syllabus Designer (AI for Education)

3.Brisk Teaching

4.Canva

5.MIT

+6 more

“i want to learn about quantum physics but i need a mix of reading, audio lectures, and quizzes to make it stick, what tools can do that for me?”

0/4 platforms mentioned

Core

The Upskilling Corporate Professional · Senior Financial Analyst

ChatGPT

1.Coursera

2.edX

3.MIT OpenCourseWare

4.Brilliant.org

5.Quantum Country

+8 more

Claude

1.Coursera

2.edX

3.Brilliant.org

4.MIT OpenCourseWare

5.Audible

+2 more

Gemini

1.Brilliant.org

2.The Great Courses

3.Audible

4.Wondrium

5.Kinnu

+4 more

AI Overviews

1.Brilliant.org

2.Khan Academy

3.Coursera

4.edX

5.Microsoft Azure

+4 more

Source Intelligence

Citations

The sources AI platforms cite when recommending this brand. Pendium reverse-engineers what's already proven to be catnip to AI agents, then engineers content that fills gaps and helps agents do their job — which means more citations for you.

Creating a Custom Syllabus for Any Concept | by Josiah Brown

medium.com

Blog1 ref

The Architectural Imagination | Harvard University

pll.harvard.edu

Edu1 ref

MITx: A Global History of Architecture

edx.org

Web1 ref

Eduaide.Ai: AI Created for Teachers

eduaide.ai

Edu1 ref

Key Resources: Architectural History

guides.lib.uh.edu

Edu1 ref

Roman Architecture: A Free Online Course from Yale | Open Culture

openculture.com

Web1 ref

Brisk Teaching: Free AI Tools for Teachers and Educators

briskteaching.com

Web1 ref

Art (History), Architectural History and Archaeology Resources

libguides.princeton.edu

Edu1 ref

Architecture: Internet Resources - Research Guides @ Fordham

fordham.libguides.com

Web1 ref

Architecture: Websites - Research Guides

guides.library.vcu.edu

Edu1 ref

The Architectural Imagination - Harvard Online

harvardonline.harvard.edu

Edu1 ref

Free and customizable syllabus templates - Canva

canva.com

Web1 ref

18 Useful Research Resources for Architects Online | ArchDaily

archdaily.com

Web1 ref

Free Web Resources - Early & Modern Humanities Research ...

libguides.columbiastate.edu

Edu1 ref

Syllabus Designer — AI for Education

aiforeducation.io

Web1 ref

Brand Identity

Brand Voice & Style

How AI perceives Oboe's communication style and personality

Oboe communicates with an approachable, intellectually curious tone that makes learning feel exciting rather than intimidating. The brand voice is warm and encouraging, using playful visual elements like bunnies while maintaining credibility through sophisticated content. It speaks directly to learners as equals, emphasizing empowerment and accessibility without being condescending. The messaging is clear, concise, and action-oriented, inviting users to explore their curiosity.

Core Tone Traits

Curious & Inspiring

Sparks intellectual curiosity and frames learning as an exciting adventure

Approachable & Friendly

Uses warm, welcoming language with playful visual elements to reduce learning anxiety

Empowering & Supportive

Positions learners as capable individuals who just need the right tools

Clear & Action-Oriented

Communicates simply and directly, always guiding users toward next steps

Visual Identity

Primary

#FDF8F3

Secondary

#1A1A1A

Accent

#F5E6D8

Background

#FFFFFF

Foreground

#111111

Backing

Investors

Homebrew

Engineer content that makes AI agents recommend you

Pendium analyzes how AI platforms perceive your brand, reverse-engineers what they already cite, and continuously publishes content designed to fill gaps and earn more mentions — on autopilot, with you in the loop.

Data generated by Pendium.ai AI visibility scanning. Last scanned March 2, 2026.

Explore Education Technology

Start getting
recommended by AI.

Enter your website to see exactly what ChatGPT, Claude, and Gemini say about your business. Free, instant, and eye-opening.

Free visibility scanResults in 2 minutesNo credit card required

Frequently asked questions

Don't see your question? Book a demo and we'll walk you through it.

Businesses/Education Technology/Oboe

AI Visibility & Sentiment

Oboe

Active Monitoring

oboe.fyi

Education Technology Startups

AI Visibility Score

14/100

Invisible

Sentiment Score

88/100

Score by Priority

core

aspirational

visionary

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Oboe today.

Working in your favor

Gemini recognition (20%) indicates early indexing of Oboe’s professional utility compared to other LLMs.

Resonates with the 'Upskilling Corporate Professional' persona (25% mention rate), demonstrating a clear functional niche.

Strong brand identity during 'vibe checks' on Claude and Gemini, suggesting that when prompted specifically, the AI understands the product mission.

Gaps to close

Total absence in ChatGPT and AI Overviews, which are the primary gateways for the 'Student' and 'Parent' personas.

Zero visibility for 'Custom Curriculum' and 'Daily Habits' queries, two core use cases where Oboe should naturally lead.

Failure to compete with legacy incumbents like Anki and Notion in search results regarding logical daily engagement and habits.

Opportunities

Capitalize on the 'alternative to Coursera' narrative where Claude already shows early recognition of Oboe as a viable competitor.

Target high-intent 'career pivot' keywords to challenge Gemini's current ranking of competitors for product management transitions.

Develop structured, authoritative content around 'personalized syllabi' to capture the massive volume of curriculum-related queries currently dominated by MIT OpenCourseWare.

Highest-Impact Actions

Prioritize technical SEO and structured data specifically for Google's AI Overviews.

With 0% visibility in AI Overviews, Oboe is missing out on the most direct conversion path for users searching within the Google ecosystem.

Execute a comparison-driven content strategy titled 'Oboe vs. Coursera/edX'.

Claude already associates Oboe with these platforms; formalizing this comparison will solidify the relationship in the training data and improve 'best alternative' rankings.

Aggressively target the 'Syllabus/Curriculum' query intent through long-form, modular guides.

Oboe is currently failing to appear in its own core category; creating indexable, AI-friendly curriculum templates will bridge this gap.

Value Proposition

Create courses to learn anything with AI-generated content delivered through multiple formats—read, listen to podcasts, study, and quiz yourself—all for free

Overview

Mission

To make humanity smarter by reigniting the curiosity and love of learning that we all seem to have lost in recent years

Products & Services

AI-generated personalized coursesAudio podcasts and lecture recordingsInteractive quizzes and flashcardsDeep dive reading materialsDaily puzzle newsletter

Current State

Visibility Landscape

A high-level view of how Oboe performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Brand recognition & direct queries	70	97	82	97
“What do you know about Oboe? What do they do and what's their reputation?”	Yes	#1	#6	#1
Core3q Product/service category queries	0	44	57	0
“i'm transitioning from sales to product management, help me find a platform where I can create a custom course with flashcards for the technical terms”	No	No	#6	—
“what are the best alternatives to Coursera and Khan Academy for self-directed learners who want AI-driven content?”	No	#3	#7	No
“i want to learn about quantum physics but i need a mix of reading, audio lectures, and quizzes to make it stick, what tools can do that for me?”	No	No	No	No
Growth Areas2q Adjacent, aspirational & visionary	0	0	56	0
“help me build a personalized syllabus for learning about the history of architecture and suggest where I can generate it”	—	No	#3	No
“what are the best daily newsletters for people who like logic puzzles and brain teasers?”	No	No	No	No

“What do you know about Oboe? What do they do and what's their reputation?”

Yes

“i'm transitioning from sales to product management, help me find a platform where I can create a custom course with flashcards for the technical terms”

—

“what are the best alternatives to Coursera and Khan Academy for self-directed learners who want AI-driven content?”

“i want to learn about quantum physics but i need a mix of reading, audio lectures, and quizzes to make it stick, what tools can do that for me?”

“help me build a personalized syllabus for learning about the history of architecture and suggest where I can generate it”

—

“what are the best daily newsletters for people who like logic puzzles and brain teasers?”

Competitive Landscape

Coursera

25 mentions

Anki

25 mentions

Khan Academy

21 mentions

Notion

20 mentions

edX

17 mentions

Quizlet

17 mentions

MIT OpenCourseWare

15 mentions

Brilliant.org

15 mentions

RemNote

11 mentions

Teachable

9 mentions

Oboe

4 mentions

Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve Oboe's AI visibility.

Key Findings

Strength

Gemini recognition (20%) indicates early indexing of Oboe’s professional utility compared to other LLMs.

Strength

Resonates with the 'Upskilling Corporate Professional' persona (25% mention rate), demonstrating a clear functional niche.

Strength

Strong brand identity during 'vibe checks' on Claude and Gemini, suggesting that when prompted specifically, the AI understands the product mission.

Recommended Actions

Prioritize technical SEO and structured data specifically for Google's AI Overviews.

With 0% visibility in AI Overviews, Oboe is missing out on the most direct conversion path for users searching within the Google ecosystem.

Execute a comparison-driven content strategy titled 'Oboe vs. Coursera/edX'.

Claude already associates Oboe with these platforms; formalizing this comparison will solidify the relationship in the training data and improve 'best alternative' rankings.

Aggressively target the 'Syllabus/Curriculum' query intent through long-form, modular guides.

Oboe is currently failing to appear in its own core category; creating indexable, AI-friendly curriculum templates will bridge this gap.

Programmatic Testing

Sample Conversations

ChatGPT

Claude

Gemini

AI Overviews

Custom Curriculum & Self Directed Study(2 queries)

“help me build a personalized syllabus for learning about the history of architecture and suggest where I can generate it”

0/3 platforms mentioned

Aspirational

Claude

1.Khan Academy

2.Syllabus.com

3.Coursera

4.Notion

5.Teachable

+10 more

Gemini

1.Perplexity AI

2.MIT OpenCourseWare

3.Coursera

4.edX

5.Khan Academy

+3 more

AI Overviews

1.Eduaide.Ai

2.Syllabus Designer (AI for Education)

3.Brisk Teaching

4.Canva

5.MIT

+6 more

“i want to learn about quantum physics but i need a mix of reading, audio lectures, and quizzes to make it stick, what tools can do that for me?”

0/4 platforms mentioned

Core

The Upskilling Corporate Professional · Senior Financial Analyst

ChatGPT

1.Coursera

2.edX

3.MIT OpenCourseWare

4.Brilliant.org

5.Quantum Country

+8 more

Claude

1.Coursera

2.edX

3.Brilliant.org

4.MIT OpenCourseWare

5.Audible

+2 more

Gemini

1.Brilliant.org

2.The Great Courses

3.Audible

4.Wondrium

5.Kinnu

+4 more

AI Overviews

1.Brilliant.org

2.Khan Academy

3.Coursera

4.edX

5.Microsoft Azure

+4 more

Source Intelligence

Citations

Creating a Custom Syllabus for Any Concept | by Josiah Brown

medium.com

Blog1 ref

The Architectural Imagination | Harvard University

pll.harvard.edu

Edu1 ref

MITx: A Global History of Architecture

edx.org

Web1 ref

Eduaide.Ai: AI Created for Teachers

eduaide.ai

Edu1 ref

Key Resources: Architectural History

guides.lib.uh.edu

Edu1 ref

Roman Architecture: A Free Online Course from Yale | Open Culture

openculture.com

Web1 ref

Brisk Teaching: Free AI Tools for Teachers and Educators

briskteaching.com

Web1 ref

Art (History), Architectural History and Archaeology Resources

libguides.princeton.edu

Edu1 ref

Architecture: Internet Resources - Research Guides @ Fordham

fordham.libguides.com

Web1 ref

Architecture: Websites - Research Guides

guides.library.vcu.edu

Edu1 ref

The Architectural Imagination - Harvard Online

harvardonline.harvard.edu

Edu1 ref

Free and customizable syllabus templates - Canva

canva.com

Web1 ref

18 Useful Research Resources for Architects Online | ArchDaily

archdaily.com

Web1 ref

Free Web Resources - Early & Modern Humanities Research ...

libguides.columbiastate.edu

Edu1 ref

Syllabus Designer — AI for Education

aiforeducation.io

Web1 ref

Brand Identity

Brand Voice & Style

How AI perceives Oboe's communication style and personality

Core Tone Traits

Curious & Inspiring

Sparks intellectual curiosity and frames learning as an exciting adventure

Approachable & Friendly

Uses warm, welcoming language with playful visual elements to reduce learning anxiety

Empowering & Supportive

Positions learners as capable individuals who just need the right tools

Clear & Action-Oriented

Communicates simply and directly, always guiding users toward next steps

Visual Identity

Primary

#FDF8F3

Secondary

#1A1A1A

Accent

#F5E6D8

Background

#FFFFFF

Foreground

#111111

Backing

Investors

Homebrew

Engineer content that makes AI agents recommend you

Data generated by Pendium.ai AI visibility scanning. Last scanned March 2, 2026.

Explore Education Technology

Oboe

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Education Technology

Start gettingrecommended by AI.

Frequently asked questions

Oboe

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Education Technology

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.