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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Rebag

Visibility74

Vibe98

Businesses/Luxury Retail/Rebag

AI Visibility & Sentiment

Rebag

Rebag is a luxury resale marketplace specializing in authenticated pre-owned designer handbags, watches, jewelry, and accessories. They offer multiple selling options including consignment, trade, and direct buyout, with physical boutique locations across the United States.

Active Monitoring

rebagg.com

Luxury Retail

AI Visibility Score

74/100

Good

Sentiment Score

98/100

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 Rebag today.

Rebag has established itself as the undisputed authority for luxury trade-ins and upcycling, consistently capturing the #1 position in AI Overviews and Claude for high-intent exchange queries. While legacy competitors like Fashionphile hold higher raw mention volume, Rebag outperforms the field in ranking depth and precision for the Sustainable Fashion Advocate persona, making it the primary recommendation for circular luxury transactions.

Working in your favor

Absolute dominance in 'Luxury Trade-ins & Wardrobe Upcycling' queries, frequently securing #1 rankings across ChatGPT, Claude, and AI Overviews.

Exceptional resonance with the 'Sustainable Fashion Advocate' persona, achieving an 81% mention rate and a 2.9 average position.

Near-perfect visibility on Claude (97% mention rate) with an elite average position of 2.8, positioning the brand as the platform's preferred luxury partner.

Gaps to close

Significant ranking volatility in 'Resale Value & Investment Planning' queries, particularly on ChatGPT and Gemini where the brand occasionally drops to positions #10-#13.

Mixed sentiment on Claude and AI Overviews suggests that while the brand is highly visible, AI models are surfacing critical discourse or historical friction points.

Lagging behind The RealReal and Fashionphile in total mention volume across all tested scenarios, indicating a need for broader topical coverage beyond transactional queries.

Opportunities

Capture the 'Investment' narrative by creating high-authority content around price appreciation and resale data to stabilize Gemini and ChatGPT rankings.

Leverage existing dominance in trade-ins to pivot toward 'Gift Planning' and 'Authenticated Sourcing' where Claude currently favors the brand.

Convert the high visibility on Claude into a sentiment win by addressing the sources behind the 'mixed' sentiment rating in high-authority tech and fashion publications.

Highest-Impact Actions

Execute a sentiment repair campaign targeting the specific data sources Claude and AI Overviews use for brand summaries.

Despite a 97% mention rate on Claude, the 'mixed' sentiment rating represents a conversion risk for high-net-worth users who rely on LLM summaries for trust.

Develop and distribute high-authority 'Resale Index' reports to win the 'Investment Planning' query space.

Rebag is currently underperforming in investment-related queries on ChatGPT and Gemini compared to its trade-in dominance; data-heavy reports are highly indexable for these models.

Optimize technical SEO and PR for 'Milestone Achiever' gift-giving queries where current average position sits at a low 4.8.

The Milestone Achiever represents a high-margin segment; improving visibility here broadens the brand's reach beyond the strictly utilitarian trade-in audience.

Value Proposition

A trusted marketplace for buying and selling authenticated luxury items with flexible selling options, premium payouts, and both online and in-person shopping experiences

Overview

Mission

Making luxury accessible through a trusted resale marketplace that gives sellers control over how they sell and buyers access to expertly vetted designer pieces

Products & Services

Pre-owned luxury handbagsAuthenticated designer watchesFine jewelry resaleLuxury accessories and apparelConsignment and trade-in services

Current State

Visibility Landscape

A high-level view of how Rebag 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 Rebag? What do they do and what's their reputation?”	#1	#1	#1	#1
Core8q Product/service category queries	79	96	90	73
“i want to buy a vintage cartier love bracelet but i'm scared of fakes, where should i shop that's 100% safe”	No	#1	#6	#8
“best reviewed luxury resale sites that guarantee authenticity and have good customer service”	#1	#1	#3	#2
“i want to swap my old designer bags for a new watch, how can i do that in one go”	#1	#1	#4	#1
“how can i get the most money for a designer watch without waiting months for it to sell, what sites should i use”	No	#1	#3	No
“find me a reliable place to buy a pre-owned chanel bag for under 5k”	#2	#1	#3	No
“what are the most trusted companies for buying and selling used designer goods right now besides the realreal”	#2	#1	#4	#4
“which luxury resale apps are actually legit and verify every item they sell”	#1	#1	#3	#3
“help me find a place where i can trade in luxury items for immediate credit toward something else, specific brands preferred”	#1	#3	#1	#1
Growth Areas1q Adjacent, aspirational & visionary	88	85	82	94
“help me figure out if i should sell my old louis vuitton or keep it as an investment”	#4	#5	#6	#2

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

“i want to buy a vintage cartier love bracelet but i'm scared of fakes, where should i shop that's 100% safe”

“best reviewed luxury resale sites that guarantee authenticity and have good customer service”

“i want to swap my old designer bags for a new watch, how can i do that in one go”

“how can i get the most money for a designer watch without waiting months for it to sell, what sites should i use”

“find me a reliable place to buy a pre-owned chanel bag for under 5k”

“what are the most trusted companies for buying and selling used designer goods right now besides the realreal”

“which luxury resale apps are actually legit and verify every item they sell”

“help me find a place where i can trade in luxury items for immediate credit toward something else, specific brands preferred”

“help me figure out if i should sell my old louis vuitton or keep it as an investment”

Competitive Landscape

Fashionphile

96 mentions

Rebag

94 mentions

The RealReal

92 mentions

Vestiaire Collective

86 mentions

Chanel

33 mentions

Cartier

29 mentions

Louis Vuitton

28 mentions

Rolex

23 mentions

Hermès

22 mentions

1stDibs

21 mentions

WatchBox

19 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Absolute dominance in 'Luxury Trade-ins & Wardrobe Upcycling' queries, frequently securing #1 rankings across ChatGPT, Claude, and AI Overviews.

Strength

Exceptional resonance with the 'Sustainable Fashion Advocate' persona, achieving an 81% mention rate and a 2.9 average position.

Strength

Near-perfect visibility on Claude (97% mention rate) with an elite average position of 2.8, positioning the brand as the platform's preferred luxury partner.

Recommended Actions

Execute a sentiment repair campaign targeting the specific data sources Claude and AI Overviews use for brand summaries.

Despite a 97% mention rate on Claude, the 'mixed' sentiment rating represents a conversion risk for high-net-worth users who rely on LLM summaries for trust.

Develop and distribute high-authority 'Resale Index' reports to win the 'Investment Planning' query space.

Rebag is currently underperforming in investment-related queries on ChatGPT and Gemini compared to its trade-in dominance; data-heavy reports are highly indexable for these models.

Optimize technical SEO and PR for 'Milestone Achiever' gift-giving queries where current average position sits at a low 4.8.

The Milestone Achiever represents a high-margin segment; improving visibility here broadens the brand's reach beyond the strictly utilitarian trade-in audience.

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

Resale Value & Investment Planning(2 queries)

“help me figure out if i should sell my old louis vuitton or keep it as an investment”

4/4 platforms mentioned

Adjacent

ChatGPT

1.Louis Vuitton (LV)

2.Speedy

3.Neverfull

4.Alma

5.Keepall

11.Rebag

+10 more

Claude

1.Louis Vuitton

2.Speedy

3.Neverfull

4.Pochette

5.Vestiaire Collective

7.Rebag

+1 more

Gemini

1.Louis Vuitton

2.Yayoi Kusama

3.Stephen Sprouse

4.Speedy

5.Neverfull

10.Rebag

+6 more

AI Overviews

1.Louis Vuitton

2.Rebag

3.Academy by FASHIONPHILE

4.Neverfull

5.Speedy

+9 more

“how can i get the most money for a designer watch without waiting months for it to sell, what sites should i use”

1/4 platforms mentioned

Core

The High-Stakes Investment Collector · Investment Collector

ChatGPT

1.Bob’s Watches

2.Rolex

3.Crown & Caliber

4.Omega

5.AP

+17 more

Claude

1.Rebag

2.Clair

3.Worthy

4.Bob's Watches

5.Rolex

+7 more

Gemini

1.Chrono24

2.The RealReal

3.Vestiaire Collective

4.Watches of Switzerland

5.Tourneau

+2 more

AI Overviews

1.Chrono24

2.Rolex

3.Omega

4.Patek Philippe

5.Bob's Watches

+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.

Louis Vuitton bags to invest in 2025: 10 Luxury Picks

luxlovelouis.com

Rebag

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

Rebag

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.