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

Librar

Visibility32

Vibe92

Businesses/Education Technology/Librar

AI Visibility & Sentiment

Librar

Librar is an AI-powered library management system designed specifically for schools, making it easier to set up and manage school libraries even without a dedicated librarian. The platform uses mobile phone-based scanning technology to catalog books, manage inventory, and increase student reading engagement.

Active Monitoring

librarlabs.com

Education Technology YC25-26

AI Visibility Score

32/100

Low

Sentiment Score

92/100

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Librar today.

Librar is currently a niche favorite for grassroots PTA volunteers but remains a ghost to the tech-forward educators who drive institutional adoption. While Claude and ChatGPT recognize the platform as a top-tier solution for rapid library setups, the brand is failing to appear in critical high-stakes comparisons against legacy incumbents like Follett Destiny.

Working in your favor

High resonance with 'The Overburdened PTA Volunteer' persona, achieving a 50% mention rate.

Strong performance in Claude and ChatGPT for specialized queries like 'Staff-Light Library Management' and 'Rapid School Library Setup.'

Excellent average positioning when mentioned, consistently landing in top 3 spots across ChatGPT, Claude, and Gemini.

Gaps to close

Total invisibility (0% mention rate) among 'Tech-Forward Classroom Teachers,' a critical persona for long-term growth.

Complete absence in queries comparing modern alternatives to Follett Destiny, ceding the enterprise-level conversation to competitors like TinyCat and Libib.

Zero footprint in Google AI Overviews for category-defining queries, despite strong brand recognition in isolated LLM chats.

Opportunities

Capitalize on 'Rapid Setup' authority by creating technical 'how-to' documentation that AI Overviews can parse.

Directly challenge incumbents by optimizing content for 'Follett Destiny alternatives' to capture high-intent institutional switchers.

Build a content bridge for classroom teachers to move beyond the PTA-only niche.

Highest-Impact Actions

Deploy an 'Incumbent Killer' content series targeting Follett Destiny and Alexandria keywords.

Librar is currently excluded from 'Modernizing Library Technology' queries where competitors with lower average positions are winning on sheer volume.

Produce structured, data-rich guides on 'Fastest Ways to Catalog Thousands of Books' to trigger AI Overviews.

With 0% visibility in AI Overviews, Librar is missing the most prominent placement in the modern search ecosystem for its strongest use case.

Launch a teacher-centric resource hub focusing on 'Classroom Library Integration' and 'Student Engagement.'

The Tech-Forward Teacher persona currently has 0% visibility; capturing this audience is essential to moving Librar from a volunteer tool to a professional standard.

Value Proposition

Transform any room of books into a fully functional library in minutes using just a mobile phone, saving 99% of setup time and 100+ hours annually for librarians while increasing student reading by 67%.

Overview

Mission

Increased reading opportunities for all schools — not just the well-funded. We hope to eliminate illiteracy.

Products & Services

Librar ILS - Integrated Library SystemLibrar Mobile - Mobile phone-based library managementLibrar Intelligence - AI-powered smart featuresCamera-based bulk book scanningPublic catalog website for schools

Current State

Visibility Landscape

A high-level view of how Librar 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 Librar? What do they do and what's their reputation?”	#1	#1	#1	#1
Core4q Product/service category queries	59	75	45	0
“recommend some easy library management software for a small school where a teacher has to manage it part-time”	#1	#1	#1	No
“what are the best modern alternatives to follett destiny for a small k-12 school?”	No	No	No	No
“what are the most trusted school library management systems for k-12 right now?”	No	#2	No	No
“what's the fastest way to catalog thousands of school books without typing everything in manually? looking for specific software recommendations”	#3	#5	No	No
Growth Areas1q Adjacent, aspirational & visionary	88	97	0	0
“i have a room full of donated books at my school and no librarian, how do i turn this into a real library quickly?”	#4	#1	No	No

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

“recommend some easy library management software for a small school where a teacher has to manage it part-time”

“what are the best modern alternatives to follett destiny for a small k-12 school?”

“what are the most trusted school library management systems for k-12 right now?”

“what's the fastest way to catalog thousands of school books without typing everything in manually? looking for specific software recommendations”

“i have a room full of donated books at my school and no librarian, how do i turn this into a real library quickly?”

Competitive Landscape

TinyCat

30 mentions

Libib

29 mentions

Follett Destiny

25 mentions

Koha

19 mentions

Alexandria

13 mentions

Follett

10 mentions

OPALS

8 mentions

BookBuddy

8 mentions

Librar

8 mentions

Evergreen

7 mentions

ByWater Solutions

7 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High resonance with 'The Overburdened PTA Volunteer' persona, achieving a 50% mention rate.

Strength

Strong performance in Claude and ChatGPT for specialized queries like 'Staff-Light Library Management' and 'Rapid School Library Setup.'

Strength

Excellent average positioning when mentioned, consistently landing in top 3 spots across ChatGPT, Claude, and Gemini.

Recommended Actions

Deploy an 'Incumbent Killer' content series targeting Follett Destiny and Alexandria keywords.

Librar is currently excluded from 'Modernizing Library Technology' queries where competitors with lower average positions are winning on sheer volume.

Produce structured, data-rich guides on 'Fastest Ways to Catalog Thousands of Books' to trigger AI Overviews.

With 0% visibility in AI Overviews, Librar is missing the most prominent placement in the modern search ecosystem for its strongest use case.

Launch a teacher-centric resource hub focusing on 'Classroom Library Integration' and 'Student Engagement.'

The Tech-Forward Teacher persona currently has 0% visibility; capturing this audience is essential to moving Librar from a volunteer tool to a professional standard.

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

Rapid School Library Setup(2 queries)

“i have a room full of donated books at my school and no librarian, how do i turn this into a real library quickly?”

0/4 platforms mentioned

Aspirational

ChatGPT

1.Google Sheets

2.Excel

3.Google Form

4.Libib

5.LibraryThing

+16 more

Claude

1.Libby's catalog system

2.Airtable

3.LibraryThing

4.Follett

5.Destiny

Gemini

1.Libib

2.TinyCat

3.LibraryThing

4.Follett Destiny

5.BookBuddy

+8 more

AI Overviews

1.Lucky Little Learners

2.Beanstack

3.TinyCat

4.LibraryThing

5.Libib

+1 more

“what's the fastest way to catalog thousands of school books without typing everything in manually? looking for specific software recommendations”

0/4 platforms mentioned

Core

The Resource-Strapped Charter School Principal · Principal / Head of School

ChatGPT

1.Libib

2.LibraryThing

3.TinyCat

4.Koha

5.ByWater Solutions

+9 more

Claude

1.Libby

2.OverDrive

3.Follett Destiny

4.Follett

5.Google Sheets

+1 more

Gemini

1.Libib

2.TinyCat

3.LibraryThing

4.LibraryWorld

5.Follett Destiny

+5 more

AI Overviews

1.American Alliance of Museums

2.Libib

3.TinyCat

4.LibraryThing

5.Library of Congress

+3 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.

How to Organize a Classroom Library - Beanstack

beanstack.com

Web1 ref

TinyCat

librarycat.org

Web1 ref

software for libraries - Reddit

reddit.com

Forum1 ref

Classroom Library Organization Ideas - Lucky Little Learners

luckylittlelearners.com

Web1 ref

Classroom Library Tour | How I Organize My Classroom Library

youtube.com

Video1 ref

Ways to Keep Your Classroom Library Organized

blog.schoolspecialty.com

Web1 ref

Ideas to Help You Sort and Arrange Your Classroom Library Books

teachingmadepractical.com

Web1 ref

Libib | Library management web app

libib.com

Web1 ref

How to Organize Your Classroom Library and Keep it That Way!

clearlyprimary.com

Web1 ref

How to best set up a small library? | Librarians who LibraryThing

librarything.com

Web1 ref

Setting Up and Running a School Library | Peace Corps

files.peacecorps.gov

Gov1 ref

Student Volunteers in your Library - by Jennie Langberg

thelibrarylab.substack.com

Blog1 ref

How to Run a Library Volunteer Program that Students Love

slj.com

Web1 ref

The Art of Managing Volunteers in the School Library

schoollibraryconnection.com

Web1 ref

Six Steps To An Organized Classroom Library - Core Inspiration

thecoreinspiration.com

Web1 ref

Brand Identity

Brand Voice & Style

How AI perceives Librar's communication style and personality

Librar communicates with a warm, mission-driven tone that balances professional credibility with genuine passion for literacy and education. The voice is approachable and empathetic, acknowledging the real challenges librarians face while presenting solutions in clear, jargon-free language. There's an underlying sense of purpose and social impact, emphasizing that reading opportunities should be available to all schools, not just well-funded ones. The brand uses concrete statistics and user testimonials to build trust while maintaining an encouraging, supportive demeanor.

Core Tone Traits

Mission-Driven & Purposeful

Consistently connects product features to the larger goal of eliminating illiteracy and democratizing reading access

Empathetic & Supportive

Acknowledges librarian challenges and positions the product as a helpful partner, not a replacement

Clear & Accessible

Explains complex AI features in simple terms, avoiding technical jargon to reach non-technical educators

Confident & Evidence-Based

Uses specific statistics and testimonials to demonstrate value without being boastful

Visual Identity

Primary

#E85A4F

Secondary

#FFFFFF

Accent

#1A1A2E

Background

#FFFFFF

Foreground

#111111

Backing

Investors

Y Combinator

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 February 27, 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.

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Frequently asked questions

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

Businesses/Education Technology/Librar

AI Visibility & Sentiment

Librar

Active Monitoring

librarlabs.com

Education Technology YC25-26

AI Visibility Score

32/100

Low

Sentiment Score

92/100

Score by Priority

core

aspirational

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Librar today.

Working in your favor

High resonance with 'The Overburdened PTA Volunteer' persona, achieving a 50% mention rate.

Strong performance in Claude and ChatGPT for specialized queries like 'Staff-Light Library Management' and 'Rapid School Library Setup.'

Excellent average positioning when mentioned, consistently landing in top 3 spots across ChatGPT, Claude, and Gemini.

Gaps to close

Total invisibility (0% mention rate) among 'Tech-Forward Classroom Teachers,' a critical persona for long-term growth.

Complete absence in queries comparing modern alternatives to Follett Destiny, ceding the enterprise-level conversation to competitors like TinyCat and Libib.

Zero footprint in Google AI Overviews for category-defining queries, despite strong brand recognition in isolated LLM chats.

Opportunities

Capitalize on 'Rapid Setup' authority by creating technical 'how-to' documentation that AI Overviews can parse.

Directly challenge incumbents by optimizing content for 'Follett Destiny alternatives' to capture high-intent institutional switchers.

Build a content bridge for classroom teachers to move beyond the PTA-only niche.

Highest-Impact Actions

Deploy an 'Incumbent Killer' content series targeting Follett Destiny and Alexandria keywords.

Librar is currently excluded from 'Modernizing Library Technology' queries where competitors with lower average positions are winning on sheer volume.

Produce structured, data-rich guides on 'Fastest Ways to Catalog Thousands of Books' to trigger AI Overviews.

With 0% visibility in AI Overviews, Librar is missing the most prominent placement in the modern search ecosystem for its strongest use case.

Launch a teacher-centric resource hub focusing on 'Classroom Library Integration' and 'Student Engagement.'

The Tech-Forward Teacher persona currently has 0% visibility; capturing this audience is essential to moving Librar from a volunteer tool to a professional standard.

Value Proposition

Overview

Mission

Increased reading opportunities for all schools — not just the well-funded. We hope to eliminate illiteracy.

Products & Services

Current State

Visibility Landscape

A high-level view of how Librar 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 Librar? What do they do and what's their reputation?”	#1	#1	#1	#1
Core4q Product/service category queries	59	75	45	0
“recommend some easy library management software for a small school where a teacher has to manage it part-time”	#1	#1	#1	No
“what are the best modern alternatives to follett destiny for a small k-12 school?”	No	No	No	No
“what are the most trusted school library management systems for k-12 right now?”	No	#2	No	No
“what's the fastest way to catalog thousands of school books without typing everything in manually? looking for specific software recommendations”	#3	#5	No	No
Growth Areas1q Adjacent, aspirational & visionary	88	97	0	0
“i have a room full of donated books at my school and no librarian, how do i turn this into a real library quickly?”	#4	#1	No	No

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

“recommend some easy library management software for a small school where a teacher has to manage it part-time”

“what are the best modern alternatives to follett destiny for a small k-12 school?”

“what are the most trusted school library management systems for k-12 right now?”

“what's the fastest way to catalog thousands of school books without typing everything in manually? looking for specific software recommendations”

“i have a room full of donated books at my school and no librarian, how do i turn this into a real library quickly?”

Competitive Landscape

TinyCat

30 mentions

Libib

29 mentions

Follett Destiny

25 mentions

Koha

19 mentions

Alexandria

13 mentions

Follett

10 mentions

OPALS

8 mentions

BookBuddy

8 mentions

Librar

8 mentions

Evergreen

7 mentions

ByWater Solutions

7 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High resonance with 'The Overburdened PTA Volunteer' persona, achieving a 50% mention rate.

Strength

Strong performance in Claude and ChatGPT for specialized queries like 'Staff-Light Library Management' and 'Rapid School Library Setup.'

Strength

Excellent average positioning when mentioned, consistently landing in top 3 spots across ChatGPT, Claude, and Gemini.

Recommended Actions

Deploy an 'Incumbent Killer' content series targeting Follett Destiny and Alexandria keywords.

Librar is currently excluded from 'Modernizing Library Technology' queries where competitors with lower average positions are winning on sheer volume.

Produce structured, data-rich guides on 'Fastest Ways to Catalog Thousands of Books' to trigger AI Overviews.

With 0% visibility in AI Overviews, Librar is missing the most prominent placement in the modern search ecosystem for its strongest use case.

Launch a teacher-centric resource hub focusing on 'Classroom Library Integration' and 'Student Engagement.'

The Tech-Forward Teacher persona currently has 0% visibility; capturing this audience is essential to moving Librar from a volunteer tool to a professional standard.

Programmatic Testing

Sample Conversations

ChatGPT

Claude

Gemini

AI Overviews

Rapid School Library Setup(2 queries)

“i have a room full of donated books at my school and no librarian, how do i turn this into a real library quickly?”

0/4 platforms mentioned

Aspirational

ChatGPT

1.Google Sheets

2.Excel

3.Google Form

4.Libib

5.LibraryThing

+16 more

Claude

1.Libby's catalog system

2.Airtable

3.LibraryThing

4.Follett

5.Destiny

Gemini

1.Libib

2.TinyCat

3.LibraryThing

4.Follett Destiny

5.BookBuddy

+8 more

AI Overviews

1.Lucky Little Learners

2.Beanstack

3.TinyCat

4.LibraryThing

5.Libib

+1 more

“what's the fastest way to catalog thousands of school books without typing everything in manually? looking for specific software recommendations”

0/4 platforms mentioned

Core

The Resource-Strapped Charter School Principal · Principal / Head of School

ChatGPT

1.Libib

2.LibraryThing

3.TinyCat

4.Koha

5.ByWater Solutions

+9 more

Claude

1.Libby

2.OverDrive

3.Follett Destiny

4.Follett

5.Google Sheets

+1 more

Gemini

1.Libib

2.TinyCat

3.LibraryThing

4.LibraryWorld

5.Follett Destiny

+5 more

AI Overviews

1.American Alliance of Museums

2.Libib

3.TinyCat

4.LibraryThing

5.Library of Congress

+3 more

Source Intelligence

Citations

How to Organize a Classroom Library - Beanstack

beanstack.com

Web1 ref

TinyCat

librarycat.org

Web1 ref

software for libraries - Reddit

reddit.com

Forum1 ref

Classroom Library Organization Ideas - Lucky Little Learners

luckylittlelearners.com

Web1 ref

Classroom Library Tour | How I Organize My Classroom Library

youtube.com

Video1 ref

Ways to Keep Your Classroom Library Organized

blog.schoolspecialty.com

Web1 ref

Ideas to Help You Sort and Arrange Your Classroom Library Books

teachingmadepractical.com

Web1 ref

Libib | Library management web app

libib.com

Web1 ref

How to Organize Your Classroom Library and Keep it That Way!

clearlyprimary.com

Web1 ref

How to best set up a small library? | Librarians who LibraryThing

librarything.com

Web1 ref

Setting Up and Running a School Library | Peace Corps

files.peacecorps.gov

Gov1 ref

Student Volunteers in your Library - by Jennie Langberg

thelibrarylab.substack.com

Blog1 ref

How to Run a Library Volunteer Program that Students Love

slj.com

Web1 ref

The Art of Managing Volunteers in the School Library

schoollibraryconnection.com

Web1 ref

Six Steps To An Organized Classroom Library - Core Inspiration

thecoreinspiration.com

Web1 ref

Brand Identity

Brand Voice & Style

How AI perceives Librar's communication style and personality

Core Tone Traits

Mission-Driven & Purposeful

Consistently connects product features to the larger goal of eliminating illiteracy and democratizing reading access

Empathetic & Supportive

Acknowledges librarian challenges and positions the product as a helpful partner, not a replacement

Clear & Accessible

Explains complex AI features in simple terms, avoiding technical jargon to reach non-technical educators

Confident & Evidence-Based

Uses specific statistics and testimonials to demonstrate value without being boastful

Visual Identity

Primary

#E85A4F

Secondary

#FFFFFF

Accent

#1A1A2E

Background

#FFFFFF

Foreground

#111111

Backing

Investors

Y Combinator

Engineer content that makes AI agents recommend you

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

Explore Education Technology

Librar

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

Librar

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.