Polygence

Visibility53

Vibe100

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

53/100

Moderate

Sentiment Score

100/100

AI Perception

Summary

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.

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

Agent Breakdown

AI Platforms

How often do different AI platforms reference Polygence?

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Conversation Analysis

Topics

What conversations is Polygence included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Polygence 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

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

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

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

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

Independent Research & Academic Mentorship(1 query)

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

1/3 platforms mentioned

Claude

1.Science Olympiad

2.Science Bowl

3.INTEL ISEF

4.Mitacs

5.NSERC

+6 more

Gemini

1.American Chemical Society

2.American Historical Association

3.Science Buddies

4.ResearchGate

5.Academia.edu

AI Overviews

1.Research Science Institute

2.MIT

3.Simons Summer Research Program

4.Polygence

5.Pioneer Academics

+8 more

Career Exploration & Skill Building(1 query)

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

0/4 platforms mentioned

ChatGPT

1.LaunchX

2.MITES

3.AI4ALL

4.Girls Who Code

5.freeCodeCamp

+29 more

Claude

1.Code.org

2.Google Career Certificates

3.Coursera

4.Meta Blueprint

5.Codecademy

+6 more

Gemini

1.General Assembly

2.Flatiron School

3.Codecademy

4.Udemy

5.Coursera

+15 more

AI Overviews

1.LaunchX

2.Wharton Management & Technology Summer Institute (M&TSI)

3.Wharton School

4.Penn Engineering

5.Venture Camp

+9 more

Research Program Evaluation & Comparison(1 query)

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

0/3 platforms mentioned

Claude

1.TASP

2.Telluride Association Summer Program

3.PROMYS

4.Program in Mathematics for Young Scientists

5.Boston University

+5 more

Gemini

1.Research Science Institute

2.Massachusetts Institute of Technology

3.MIT

4.Summer Science Program

5.Garcia Research Program

+7 more

AI Overviews

1.Ivies

2.Stanford

3.MIT

4.Research Science Institute (RSI)

5.Summer Science Program (SSP)

+8 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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.

Gap

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

Gap

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

Gap

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

Opportunity

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

Opportunity

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

Opportunity

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

Technical Health

Site Health for AI Visibility

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

96/100

20 passed 1 warnings

Audited 2/27/2026

Crawlability100

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO98

Titles, descriptions, headings

Content Quality87

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG100

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Warnings

2 render-blocking resource(s) detected

Consider deferring or async-loading non-critical scripts and stylesheets.

Title may be truncated in search results (85 characters)

Shorten the title to under 60 characters.

Want a full technical audit with AI-specific recommendations?

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Brand Identity

Brand Voice & Style

How AI perceives Polygence's communication style and personality

Polygence communicates with an empowering and aspirational tone that speaks directly to ambitious students and their families. The voice balances academic credibility with approachable encouragement, emphasizing student agency and creative thinking over traditional instruction. They use confident, outcome-focused language backed by impressive statistics while maintaining warmth and genuine enthusiasm for student potential.

Core Tone Traits

Empowering & Student-Centered

Focuses on student autonomy, creativity, and building their own future

Credible & Results-Driven

Backs claims with specific statistics and alumni success stories

Aspirational & Inspiring

Encourages students to think big and pursue genuine intellectual curiosity

Approachable & Supportive

Warm mentorship tone that feels accessible rather than intimidating

Competitive Landscape

Related Ecosystem

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

Polygence26 mentions

MIT13 mentions

Research Science Institute11 mentions

Coursera10 mentions

Stanford10 mentions

edX8 mentions

Simons Summer Research Program8 mentions

Lumiere Education8 mentions

GitHub7 mentions

RSI7 mentions

Journal of Emerging Investigators6 mentions

Source Intelligence

Citations

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

Activities That Help You Stand Out on Your College Application

https://www.teenlife.com/blog/activities-that-help-you-stand-out-on-your-college-application/

Referenced in 1 query

Review

https://www.teenlife.com/blog/online-extracurricular-activities/

Referenced in 1 query

Review

100 Passion Project Ideas for High School Students

https://www.immerse.education/university-preparation/supercurriculars/100-passion-project-ideas-for-high-school-students/

Referenced in 1 query

Review

10 Best Extracurriculars for College Applications

https://www.bestcolleges.com/blog/best-extracurriculars-college-applications/

Referenced in 1 query

Review

What Makes Extracurriculars Stand Out in College Admissions

https://www.ivywise.com/ivywise-knowledgebase/what-colleges-look-for-in-a-students-extracurricular-activities-list/

Referenced in 1 query

Review

10 Unusual Activities that Stand Out on College Applications

https://medium.com/illumination/10-unusual-ways-to-stand-out-on-college-applications-3d9028571ac7

Referenced in 1 query

Review

400+ Extracurricular Activities: a List of Examples ...

https://www.collegeessayguy.com/blog/extracurricular-activities-guide

Referenced in 1 query

Review

The Best Extracurricular Activities for College Applications - Envision

https://www.envisionexperience.com/blog/the-best-extracurricular-activities-for-college-applications

Referenced in 1 query

Review

Uncovering true leadership experience for college applications

https://www.citizensbank.com/student/articles/counts-leadership-experience-college-apps.aspx

Referenced in 1 query

Review

What Looks Good on College Applications? - The Princeton Review

https://www.princetonreview.com/college-advice/what-looks-good-on-college-applications

Referenced in 1 query

Review

Top Leadership Examples for Students: Practical Ways to Lead

https://www.220leadership.com/blog/leadership-examples-for-students/

Referenced in 1 query

Review

Extracurricular Activities for College Applications | ACT

https://www.act.org/content/act/en/students-and-parents/high-school-success/high-school-resources/make-extracurriculars-count.html

Referenced in 1 query

Review

Content Engineering

Goals & Content Ideas

Ideas to help AI agents better understand the business and be more likely to use Polygence's resources to help users.

Establish E-E-A-T Authority Against Legacy Academic Institutions

Address the critical 20% visibility gap in Google AI Overviews by building demonstrable expertise, experience, authoritativeness, and trustworthiness signals that compete with MIT and Stanford. This involves creating expert-attributed content, securing academic citations, and amplifying mentor credentials across social channels to signal legitimacy to AI systems prioritizing established educational domains.

Meet the Mentors: PhD researchers from Harvard, Stanford, and MIT who guide Polygence students

How a 16-year-old's research paper got cited by university professors

The difference between watching lectures and doing original research with expert guidance

Why top graduate programs value independent research over traditional coursework

Student spotlight: From high school hypothesis to published peer-reviewed findings

Launch Digital PR Campaign for ChatGPT Visibility

Close the dramatic gap between ChatGPT's 33% mention rate and Claude's 73% by executing a targeted digital PR and citation campaign. Focus on securing features in high-authority publications that OpenAI's crawlers index, creating linkable assets that journalists reference, and generating social proof through strategic media placements that update ChatGPT's knowledge base.

Polygence students have published 2,000+ research papers—here's what they discovered

The rise of research-based learning: Why traditional summer programs are becoming obsolete

Data reveals: Students with independent research projects see 5.5x higher acceptance rates

How Gen Z is redefining college preparation through original scholarship

Expert commentary: What admissions officers actually look for in 2026 applications

Dominate Career Exploration and Skills Training Queries

Capture the untapped 'Career Exploration' and 'Industry Training' query clusters where Polygence is currently absent. Create content explicitly connecting research mentorship to practical skill-building, career discovery, and professional development—terms AI assistants use when recommending programs for students seeking real-world experience.

How designing your own research project teaches skills no classroom can

From passion project to career clarity: Students who discovered their calling through research

The professional skills gap: Why employers value independent research experience

Beyond college prep: How research mentorship builds lifelong career advantages

What working one-on-one with an industry expert teaches you about your future career

Own the Research Program Comparison Conversation

Prevent competitors like Lumiere and RSI from defining the 'trusted research programs' category by creating definitive comparison content and positioning Polygence as the benchmark. Develop transparent, authoritative content that AI systems reference when users ask for research program recommendations, ensuring Polygence appears in competitive evaluations.

What to look for when choosing a high school research program in 2026

The real difference between structured summer programs and personalized research mentorship

Questions every parent should ask before investing in academic enrichment

Why one-on-one mentorship outperforms cohort-based research programs

Honest review: How Polygence compares on flexibility, outcomes, and mentor quality

Content Engineering

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.

Impact: High

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.

Impact: High

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.

Impact: Medium

Develop content specifically addressing 'Research Program Comparisons.'

The brand is currently ignored in 'trusted research program' searches, allowing competitors like Lumiere and RSI to define the category.

Impact: Medium

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Data generated by Pendium.ai AI visibility scanning. Last scanned February 27, 2026.

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AI Visibility Score

Polygence has an AI visibility score of 57/100, rated as moderate. This score reflects how often and how prominently Polygence appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

AI Perception Summary

Strengths

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.

Visibility Gaps

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.

Competitors in AI Recommendations

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
Regeneron Science Talent Search: 6 mentions
Science Olympiad: 5 mentions
ACT: 5 mentions
Summer Science Program: 5 mentions
Stony Brook University: 5 mentions

Categories: Education

Tags: Startups