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

Polygence

Visibility68

Vibe100

Businesses/Education/Polygence

AI Visibility & Sentiment

Polygence

Polygence is America's preeminent research and project-based learning program for high school students. They connect ambitious students with expert mentors to design and complete independent research projects, helping them develop skills and build portfolios that significantly improve college admission outcomes.

Active Monitoring

polygence.org

Education Startups

AI Visibility Score

68/100

Good

Sentiment Score

100/100

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

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Polygence today.

Polygence has successfully established itself as the premier authority on 'intellectual vitality' and academic mentorship within Claude and Gemini, commanding top-tier rankings for high-intent admissions queries. While the brand is a favorite of ROI-focused parents and educational consultants, a significant visibility gap in ChatGPT and Google AI Overviews prevents it from achieving market dominance over traditional prestige institutions like MIT and RSI.

Working in your favor

Dominant #1 positioning in Claude and Gemini for 'intellectual vitality' and 'academic mentorship' queries.

Exceptionally high resonance with the 'Independent Educational Consultant' (78%) and 'ROI-Focused Executive Parent' (77%) personas.

Perfect performance on brand-specific 'vibe check' queries across all tested platforms, indicating clear brand identity in training data.

Gaps to close

Critical underperformance in Google AI Overviews (20% mention rate) and ChatGPT (33% mention rate).

Total invisibility for the query regarding 'most trusted high school research programs,' where legacy institutions and Lumiere Education are currently preferred.

Failure to capture the 'Career Exploration' query segment, despite high relevance to the Polygence value proposition.

Opportunities

Aggressive expansion into the 'Career Exploration' and 'Industry Training' categories to diversify the lead funnel beyond pure college prep.

Closing the 40% visibility gap in ChatGPT to reach parity with Claude and Gemini's current performance.

Optimizing for Google's AI Overviews to reclaim territory from high-ranking academic competitors like MIT and Stanford.

Highest-Impact Actions

Prioritize E-E-A-T optimization for Google AI Overviews.

With only 20% visibility in AI Overviews, Polygence is losing high-intent traffic to legacy academic domains like MIT and Stanford.

Execute a digital PR and citation campaign to influence ChatGPT's knowledge base.

The 33% mention rate in ChatGPT is a massive outlier compared to Claude (73%), suggesting Polygence's recent growth isn't fully reflected in OpenAI's training data.

Target the 'Career Exploration' and 'Industry Training' query clusters.

Polygence was not mentioned for career-specific training, representing a missed opportunity to capture students looking for practical skill-building.

Value Proposition

Polygence empowers students to design their own research projects with one-on-one expert mentorship, developing genuine thought leadership and skills that result in 5.5x higher acceptance rates to top universities compared to the national average.

Overview

Mission

To teach students to think rather than follow instructions, giving them space to practice genuine thought through self-designed projects and expert mentorship.

Products & Services

Mentored Research ProgramsIndustry TrainingThinking LabPods Group CoursesOn-Campus Academic ResearchOn-Campus Career Exploration

Current State

Visibility Landscape

A high-level view of how Polygence 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	97	97	97	97
“What do you know about Polygence? What do they do and what's their reputation?”	#1	#1	#1	#1
Core2q Product/service category queries	—	97	97	53
“how do i find a mentor to help me write and publish a research paper while i'm still in high school”	—	#1	#1	#4
“what are the most trusted high school research programs that actually help with college admissions”	—	#1	#1	No
Growth Areas4q Adjacent, aspirational & visionary	0	97	92	27
“what are some unique things a high schooler can do to stand out on college apps besides just having a high GPA”	No	#1	#1	No
“find me some industry training or career exploration programs for a high schooler interested in tech and entrepreneurship”	No	#1	#1	No
“how can a student show 'intellectual vitality' for ivy league applications, give me specific program ideas”	—	#1	#1	#7
“build me a plan for a high school junior to build a strong portfolio for stem majors”	—	#1	#8	No

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

“how do i find a mentor to help me write and publish a research paper while i'm still in high school”

—

“what are the most trusted high school research programs that actually help with college admissions”

—

“what are some unique things a high schooler can do to stand out on college apps besides just having a high GPA”

“find me some industry training or career exploration programs for a high schooler interested in tech and entrepreneurship”

“how can a student show 'intellectual vitality' for ivy league applications, give me specific program ideas”

—

“build me a plan for a high school junior to build a strong portfolio for stem majors”

—

Competitive Landscape

Polygence

26 mentions

MIT

13 mentions

Research Science Institute

11 mentions

Coursera

10 mentions

Stanford

10 mentions

edX

8 mentions

Simons Summer Research Program

8 mentions

Lumiere Education

8 mentions

GitHub

7 mentions

RSI

7 mentions

Journal of Emerging Investigators

6 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Dominant #1 positioning in Claude and Gemini for 'intellectual vitality' and 'academic mentorship' queries.

Strength

Exceptionally high resonance with the 'Independent Educational Consultant' (78%) and 'ROI-Focused Executive Parent' (77%) personas.

Strength

Perfect performance on brand-specific 'vibe check' queries across all tested platforms, indicating clear brand identity in training data.

Recommended Actions

Prioritize E-E-A-T optimization for Google AI Overviews.

With only 20% visibility in AI Overviews, Polygence is losing high-intent traffic to legacy academic domains like MIT and Stanford.

Execute a digital PR and citation campaign to influence ChatGPT's knowledge base.

The 33% mention rate in ChatGPT is a massive outlier compared to Claude (73%), suggesting Polygence's recent growth isn't fully reflected in OpenAI's training data.

Target the 'Career Exploration' and 'Industry Training' query clusters.

Polygence was not mentioned for career-specific training, representing a missed opportunity to capture students looking for practical skill-building.

Content Engineering

Content Ideas

Content designed to help AI agents learn about your category and recommend your brand.

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

College Admissions Competitive Edge(3 queries)

“what are some unique things a high schooler can do to stand out on college apps besides just having a high GPA”

0/4 platforms mentioned

Adjacent

ChatGPT

1.Research Science Institute

2.Regeneron STS

3.Journal of Emerging Investigators

4.MITES

5.SURF

+42 more

Claude

1.Math Olympiad

2.Science Olympiad

3.Spelling Bee

Gemini

1.SAT

2.ACT

3.Advanced Placement

4.International Baccalaureate

5.Coursera

+2 more

AI Overviews

1.IvyWise

2.TeenLife

3.RSI

4.MIT

5.Lumiere Research Scholar Program

+7 more

“how can a student show 'intellectual vitality' for ivy league applications, give me specific program ideas”

2/3 platforms mentioned

Adjacent

The Elite Admission Strategist · High School Student

Claude

1.Polygence

2.Lumiere Education

3.Stanford Summer Research Program

4.MIT Summer Research Program

5.NIH Summer Internship Program

+2 more

Gemini

1.Polygence

2.Lumiere Education

3.Research Science Institute (RSI)

4.MIT

5.Simons Summer Research Program

+19 more

AI Overviews

1.Ivy Scholars

“build me a plan for a high school junior to build a strong portfolio for stem majors”

2/3 platforms mentioned

Adjacent

The Elite Admission Strategist · High School Student

Claude

1.Polygence

2.Lumiere

3.Journal of Emerging Investigators

4.Undergraduate Journal of Experimental Microbiology and Immunology

5.Pathways.org

+2 more

Gemini

1.Coursera

2.edX

3.MIT OpenCourseware

4.Research Science Institute

5.Simons Summer Research Program

8.Polygence

+4 more

AI Overviews

1.Caltech

2.College-Matters

3.FIRST Robotics

4.Science Olympiad

5.I'm The Chef Too

+8 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.

Activities That Help You Stand Out on Your College Application

teenlife.com

Polygence

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Education

Start gettingrecommended by AI.

Frequently asked questions

Polygence

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Education

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.