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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Roo

Visibility68

Vibe97

Businesses/Healthcare Technology/Roo

AI Visibility & Sentiment

Roo

Roo is the largest veterinary relief network connecting veterinary professionals (vets, techs, and assistants) with hospitals needing temporary staffing coverage. The platform enables flexible scheduling for relief workers while providing hospitals with reliable, high-quality staffing solutions.

Active Monitoring

roo.vet

Healthcare Technology Startups

AI Visibility Score

68/100

Good

Sentiment Score

97/100

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

aspirational

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Roo today.

Roo has secured a dominant foothold in the next generation of search, achieving a near-total capture of Google AI Overviews with an 87% mention rate and a commanding 1.3 average position. While the brand is the undisputed authority for practice managers facing staffing crises, it faces a significant visibility gap among burnt-out associate veterinarians where competitors like IndeVets are beginning to siphon off potential leads.

Working in your favor

Absolute dominance in Google AI Overviews and Gemini, particularly for high-intent queries regarding 'best apps for veterinarians' and 'hospital staffing'.

Perfect 100% visibility with 'The High-Stakes Practice Manager' persona, positioning Roo as the default solution for clinical administrative needs.

Top-tier sentiment and ranking for relief work transition queries, consistently appearing as the #1 or #2 recommendation across ChatGPT and Claude.

Gaps to close

Significant invisibility in the 'Professional Development & CE Access' category, failing to appear in searches for free online CE despite its importance to the vet tech community.

Underperforming with the 'Burnt-Out Associate Veterinarian' persona, where mention rates drop to just 31% compared to the near-perfect scores for managers.

Trailing IndeVets in total mention volume on LLM-centric platforms like ChatGPT and Claude, where competitor volume currently suggests broader brand recognition.

Opportunities

Bridge the educational gap by creating AI-indexable content around Continuing Education (CE) to capture the vet tech audience earlier in their career journey.

Exploit the current dominance in AI Overviews to cross-sell Roo as a professional development tool, not just a staffing platform.

Target the scheduling and administrative tool space where non-industry competitors like Calendly and QuickBooks are currently ranking, positioning Roo's specialized tools as the superior alternative.

Highest-Impact Actions

Develop a dedicated 'CE and Career Growth' content cluster optimized for LLM training data.

Roo is currently missing from all queries regarding professional development, representing a lost opportunity to engage veterinary staff before they reach the point of burnout.

Execute a targeted 'Burnt-Out Associate' content strategy to raise persona-specific visibility from 31% to parity with Practice Managers.

The data shows a stark disconnect between how AI perceives Roo's value to managers versus its value to individual veterinarians.

Optimize digital PR and technical SEO specifically for the ChatGPT ecosystem to improve the current 45% mention rate.

IndeVets leads in total mentions (17 vs 16); improving Roo's presence in ChatGPT's knowledge base is critical to maintaining a competitive edge in conversational AI.

Value Proposition

The largest veterinary relief network offering total flexibility and autonomy for relief workers to earn more while helping hospitals find reliable coverage with minimal paperwork and fast payment

Overview

Mission

Experience the Joy of Relief - connecting vets and techs with hospitals for relief work while promoting work-life balance for all

Products & Services

Relief veterinarian job matching platformVeterinary technician staffing servicesHospital relief staffing solutionsPart-time and full-time veterinary placementFree CE events and webinars for veterinary professionals

Current State

Visibility Landscape

A high-level view of how Roo 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	70	97	97
“What do you know about Roo? What do they do and what's their reputation?”	Yes	Yes	#1	#1
Core3q Product/service category queries	59	74	72	97
“my clinic is short staffed for next month, what are the best ways to find temporary vet coverage quickly”	#2	#1	#2	#1
“most trusted veterinary relief staffing agencies right now”	No	No	No	#1
“best apps for veterinarians to find per diem shifts and make extra money”	—	#1	#1	#1
Growth Areas3q Adjacent, aspirational & visionary	59	87	72	74
“i'm a vet tech burnt out on 40 hour weeks, how can i start doing relief work instead”	#2	#1	#1	#1
“where can i find free online CE for veterinary professionals that's actually good”	No	#6	No	No
“how do i manage my own schedule as a relief vet, what tools should i use”	—	#6	#2	#1

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

Yes

“my clinic is short staffed for next month, what are the best ways to find temporary vet coverage quickly”

“most trusted veterinary relief staffing agencies right now”

“best apps for veterinarians to find per diem shifts and make extra money”

—

“i'm a vet tech burnt out on 40 hour weeks, how can i start doing relief work instead”

“where can i find free online CE for veterinary professionals that's actually good”

“how do i manage my own schedule as a relief vet, what tools should i use”

—

Competitive Landscape

Roo

31 mentions

IndeVets

17 mentions

Relief Rover

10 mentions

FlexVet Staffing

9 mentions

Calendly

7 mentions

Hound

7 mentions

Vetster

6 mentions

QuickBooks Self-Employed

5 mentions

Stripe

5 mentions

VETgirl

5 mentions

VetTriage

5 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Absolute dominance in Google AI Overviews and Gemini, particularly for high-intent queries regarding 'best apps for veterinarians' and 'hospital staffing'.

Strength

Perfect 100% visibility with 'The High-Stakes Practice Manager' persona, positioning Roo as the default solution for clinical administrative needs.

Strength

Top-tier sentiment and ranking for relief work transition queries, consistently appearing as the #1 or #2 recommendation across ChatGPT and Claude.

Recommended Actions

Develop a dedicated 'CE and Career Growth' content cluster optimized for LLM training data.

Roo is currently missing from all queries regarding professional development, representing a lost opportunity to engage veterinary staff before they reach the point of burnout.

Execute a targeted 'Burnt-Out Associate' content strategy to raise persona-specific visibility from 31% to parity with Practice Managers.

The data shows a stark disconnect between how AI perceives Roo's value to managers versus its value to individual veterinarians.

Optimize digital PR and technical SEO specifically for the ChatGPT ecosystem to improve the current 45% mention rate.

IndeVets leads in total mentions (17 vs 16); improving Roo's presence in ChatGPT's knowledge base is critical to maintaining a competitive edge in conversational AI.

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

Transitioning To Veterinary Relief Work(3 queries)

“i'm a vet tech burnt out on 40 hour weeks, how can i start doing relief work instead”

1/4 platforms mentioned

Adjacent

ChatGPT

1.Cornerstone

2.ImproMed

3.eVetPractice

4.AVMA PLIT

5.DocuSign

+11 more

Claude

1.Vetcor

2.Compassion First Vet Staffing

3.Wise Staffing

Gemini

1.VIN (Veterinary Information Network)

2.AVTE (Association of Veterinary Technician Educators)

3.VetRecruiter.com

4.Petfinder.com

5.National Association of Veterinary Technicians in America (NAVTA)

+1 more

AI Overviews

1.VETgirl

2.FlexVet Staffing

3.Roo

4.Hound

5.IndeVets

“best apps for veterinarians to find per diem shifts and make extra money”

1/3 platforms mentioned

Core

The Burnt-Out Associate Veterinarian · Associate Veterinarian (DVM)

Claude

1.Vetster

2.VetTriage

3.Pawshake

4.Pinnacle Veterinary Staffing

5.LancasterVet

Gemini

1.VIN

2.Veterinary Information Network

3.VIN Alliance

4.Vet's Best Friend

5.VBF

+3 more

AI Overviews

1.Roo

2.Hound

3.VetPoint

4.Vet’d

5.FlexVet Staffing

+5 more

“how do i manage my own schedule as a relief vet, what tools should i use”

1/3 platforms mentioned

Adjacent

The Burnt-Out Associate Veterinarian · Associate Veterinarian (DVM)

Claude

1.Vetster Relief

2.Shift.org

3.Veterinary Staffing Solutions

4.Pinnacle Staffing

5.Toggl

+3 more

Gemini

1.AVMA

2.VetRelief

3.Relief Rover

4.Fetch A Vet

5.Calendly

+7 more

AI Overviews

1.VETERINARY Locumotion

2.Roo

3.Relief Vet App

4.Relief Retriever

5.Calendly

+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.

Hound

hound.vet

Roo

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Healthcare Technology

Start gettingrecommended by AI.

Frequently asked questions

Roo

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Healthcare Technology

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.