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

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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

AI Perception

Summary

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.

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

Agent Breakdown

AI Platforms

How often do different AI platforms reference Oboe?

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Conversation Analysis

Topics

What conversations is Oboe included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Oboe to, and when?

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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

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

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

Professional Skill Building & Career Pivots(1 query)

“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”

0/3 platforms mentioned

ChatGPT

1.Anki

2.Notion

3.Thinkific

4.LearnWorlds

5.Quizlet

+14 more

Claude

1.Teachable

2.Anki

3.Notion

4.Udemy for Business

5.Quizlet

+2 more

Gemini

1.RemNote

2.Anki

3.Quizlet

4.Excel

5.Google Sheets

+4 more

Daily Cognitive Engagement & Habits(1 query)

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

0/4 platforms mentioned

ChatGPT

1.Brilliant

2.Brilliant.org

3.The New York Times

4.NYT Games

5.Conceptis Puzzles

+11 more

Claude

1.The Daily Puzzle

2.New York Times

3.NYT

4.Spelling Bee

5.Letter Boxed

+9 more

Gemini

1.NYT Games

2.New York Times

3.Wordle

4.Connections

5.The Crossword

+20 more

AI Overviews

1.Clues by Sam

2.New York Times Gameplay

3.The Daily Riddle

4.Braingle Daily Teaser

5.Reader’s Digest Read Up

+6 more

EdTech Evaluation & Comparison(1 query)

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

0/4 platforms mentioned

ChatGPT

1.Coursera

2.Khan Academy

3.edX

4.2U

5.FutureLearn

+30 more

Claude

1.Coursera

2.Khan Academy

3.Duolingo

4.Brilliant.org

5.DataCamp

+8 more

Gemini

1.Coursera

2.Khan Academy

3.Udacity

4.LinkedIn Learning

5.edX

+15 more

AI Overviews

1.Coursera

2.Khan Academy

3.BeFreed

4.Sana

5.Studley AI

+10 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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.

Gap

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

Gap

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

Gap

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

Opportunity

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

Opportunity

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

Opportunity

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

Technical Health

Site Health for AI Visibility

How well Oboe's website is optimized for AI agent discovery and comprehension.

72/100

6 passed 4 warnings 5 issues

Audited 3/2/2026

Crawlability73

Can AI bots find your pages?

Technical80

SSL, mobile, doctype basics

On-Page SEO58

Titles, descriptions, headings

Content Quality55

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG77

Open Graph, Twitter cards

AI Readability85

How well AI can parse your content

Critical Issues

Page returns a 403 error

Fix the underlying issue causing the error. 404s should be redirected or the link removed.

Page has no title tag

Add a <title> tag describing the page content (50-60 characters).

Page has no meta description

Add a <meta name="description"> tag summarizing the page (150-160 characters).

Page has no H1 heading

Add a single H1 tag as the main page heading.

Content is too thin

Expand your content to at least 300-500 words with valuable information.

Warnings

Could not fetch robots.txt

Ensure robots.txt is accessible and returns a valid response.

Few headings on page

Add more H2 and H3 headings to organize content into sections.

Few internal links on this page

Add more internal links to related pages on your site.

Missing Open Graph tags for social sharing

Add og:title, og:description, and og:image meta tags.

LCP data not available

Ensure the page loads with browser rendering enabled.

+ 1 more warnings

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

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

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of Oboe

Coursera25 mentions

Anki25 mentions

Khan Academy21 mentions

Notion20 mentions

edX17 mentions

Quizlet17 mentions

MIT OpenCourseWare15 mentions

Brilliant.org15 mentions

RemNote11 mentions

Teachable9 mentions

Oboe4 mentions

Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

Creating a Custom Syllabus for Any Concept | by Josiah Brown

https://medium.com/@josiah.alen.brown/creating-a-custom-syllabus-for-any-concept-1d67d7567abe

Referenced in 1 query

Review

The Architectural Imagination | Harvard University

https://pll.harvard.edu/course/architectural-imagination

Referenced in 1 query

Review

MITx: A Global History of Architecture

https://www.edx.org/learn/architecture-history/massachusetts-institute-of-technology-a-global-history-of-architecture

Referenced in 1 query

Review

Eduaide.Ai: AI Created for Teachers

https://www.eduaide.ai/

Referenced in 1 query

Review

Key Resources: Architectural History

https://guides.lib.uh.edu/c.php?g=432595&p=4420543

Referenced in 1 query

Review

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

https://www.openculture.com/roman-architecture-a-free-course-from-yale

Referenced in 1 query

Review

Brisk Teaching: Free AI Tools for Teachers and Educators

https://www.briskteaching.com/

Referenced in 1 query

Review

Art (History), Architectural History and Archaeology Resources

https://libguides.princeton.edu/artarchhistarch/archwebsites

Referenced in 1 query

Review

Architecture: Internet Resources - Research Guides @ Fordham

https://fordham.libguides.com/c.php?g=688915&p=4901202

Referenced in 1 query

Review

Architecture: Websites - Research Guides

https://guides.library.vcu.edu/architecture/websites

Referenced in 1 query

Review

The Architectural Imagination - Harvard Online

https://harvardonline.harvard.edu/course/architectural-imagination

Referenced in 1 query

Review

Free and customizable syllabus templates - Canva

https://www.canva.com/templates/s/syllabus/

Referenced in 1 query

Review

Content Engineering

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.

Impact: High

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.

Impact: High

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.

Impact: Medium

Expand brand presence on community-centric platforms like Reddit and niche educational Substacks.

AI models rely on community sentiment for 'Daily Habit' and 'Logic' queries, where Oboe currently lacks the organic mentions necessary to compete with Notion or Anki.

Impact: Medium

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