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

Bazaarvoice

Visibility74

Vibe97

Businesses/Marketing Technology/Bazaarvoice

AI Visibility & Sentiment

Bazaarvoice

Bazaarvoice is a leading user-generated content (UGC) platform that helps brands and retailers collect, syndicate, and optimize customer reviews, ratings, and Q&A to drive measurable ecommerce revenue. Trusted by over 13,000 global brands, the platform connects authentic customer voices with shoppers across the retail ecosystem.

Active Monitoring

bazaarvoice.com

Marketing Technology Startups

AI Visibility Score

74/100

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Bazaarvoice today.

Bazaarvoice has established itself as the undisputed authority in enterprise-level user-generated content, maintaining a dominant presence in nearly 90% of ChatGPT interactions and securing the top rank for high-intent omnichannel syndication queries. While the brand is the go-to recommendation for executive leadership, it faces a significant visibility bottleneck among performance marketing teams and is currently losing ground to agile competitors within the critical Shopify ecosystem.

Working in your favor

Absolute dominance in ChatGPT and Claude for high-value enterprise UGC and review syndication queries.

Exceptional resonance with executive personas, specifically Global E-commerce VPs where the brand maintains a 1.5 average position.

Perfect 1.0 ranking across all tested AI platforms for brand identity and reputation checks.

Gaps to close

Significant visibility drop-off in AI Overviews and Gemini, particularly for creator strategy and content generation topics.

Weak positioning (3.7) and low mention rate (43%) among Performance Marketing Leads compared to other personas.

Missed opportunities in the SMB and Shopify segments where competitors like Loox and Judge.me are being prioritized by LLMs.

Opportunities

Capture the 'Creator Strategy' niche by optimizing content for AI Overviews where the brand already shows high-ranking potential.

Bridge the gap with Performance Marketing personas by publishing more data-driven, tactical content regarding social proof ROI.

Reclaim the Shopify narrative by targeting technical 'app' queries to disrupt Yotpo's current mention volume lead.

Highest-Impact Actions

Launch a targeted content optimization campaign for AI Overviews focusing on 'product sampling' and 'creator strategy' keywords.

AI Overviews show strong positioning (#2) but inconsistent mention rates, suggesting that better structured data could lock in permanent visibility.

Develop persona-aligned technical whitepapers specifically for Performance Marketing Leads.

This persona represents the brand's weakest link (43% mention rate), and improving visibility here is critical for capturing the full buying committee.

Conduct a sentiment audit on Claude to identify and remediate sources of 'mixed sentiment' results.

Despite a high position on Claude (1.6), mixed sentiment can undermine trust during the middle-of-funnel evaluation phase.

Value Proposition

The only platform that collects, syndicates, and optimizes UGC across retailers—all in one place—turning authentic customer content into measurable revenue.

Overview

Mission

Turn authentic customer content into measurable revenue for brands and retailers worldwide.

Products & Services

Ratings & Reviews ManagementQuestions and Answers PlatformCreator MarketingRating & Reviews SyndicationSocial Content Display & SyndicationUser-Generated Content Sampling

Current State

Visibility Landscape

A high-level view of how Bazaarvoice 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 Bazaarvoice? What do they do and what's their reputation?”	#1	#1	#1	#1
Core5q Product/service category queries	94	96	73	67
“how do I get my product reviews from my website to show up on retail sites like Target and Walmart?”	#1	#1	#7	#2
“help me set up a product sampling program to get more reviews fast”	—	#2	#8	#2
“what are the best enterprise-level user-generated content platforms right now?”	—	#1	#1	#1
“tips for using customer photos to drive more sales on my site, any specific tools for this?”	#1	#1	#1	No
“best shopify apps for social proof and customer ratings for high volume stores”	#4	#2	No	No
Growth Areas1q Adjacent, aspirational & visionary	97	97	97	0
“how can I make my product pages more convincing to shoppers, what software should I use?”	#1	#1	#1	No

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

“how do I get my product reviews from my website to show up on retail sites like Target and Walmart?”

“help me set up a product sampling program to get more reviews fast”

—

“what are the best enterprise-level user-generated content platforms right now?”

—

“tips for using customer photos to drive more sales on my site, any specific tools for this?”

“best shopify apps for social proof and customer ratings for high volume stores”

“how can I make my product pages more convincing to shoppers, what software should I use?”

Competitive Landscape

Yotpo

37 mentions

Bazaarvoice

33 mentions

PowerReviews

19 mentions

Shopify Plus

15 mentions

Shopify

14 mentions

Judge.me

14 mentions

Stamped.io

12 mentions

Loox

12 mentions

Okendo

11 mentions

Optimizely

7 mentions

WooCommerce

6 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Absolute dominance in ChatGPT and Claude for high-value enterprise UGC and review syndication queries.

Strength

Exceptional resonance with executive personas, specifically Global E-commerce VPs where the brand maintains a 1.5 average position.

Strength

Perfect 1.0 ranking across all tested AI platforms for brand identity and reputation checks.

Recommended Actions

Launch a targeted content optimization campaign for AI Overviews focusing on 'product sampling' and 'creator strategy' keywords.

AI Overviews show strong positioning (#2) but inconsistent mention rates, suggesting that better structured data could lock in permanent visibility.

Develop persona-aligned technical whitepapers specifically for Performance Marketing Leads.

This persona represents the brand's weakest link (43% mention rate), and improving visibility here is critical for capturing the full buying committee.

Conduct a sentiment audit on Claude to identify and remediate sources of 'mixed sentiment' results.

Despite a high position on Claude (1.6), mixed sentiment can undermine trust during the middle-of-funnel evaluation phase.

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

Boosting Ecommerce Sales With Social Proof(3 queries)

“how can I make my product pages more convincing to shoppers, what software should I use?”

0/4 platforms mentioned

Adjacent

ChatGPT

1.Shopify

2.WooCommerce

3.Elementor

4.BigCommerce

5.Magento

+42 more

Claude

1.Shopify

2.WooCommerce

3.BigCommerce

4.Yotpo

5.Loox

+4 more

Gemini

1.Shopify

2.WooCommerce

3.BigCommerce

4.Magento

5.Adobe Commerce

+31 more

AI Overviews

1.Twikit

2.SplitBase

3.Shopify

4.WooCommerce

“tips for using customer photos to drive more sales on my site, any specific tools for this?”

3/4 platforms mentioned

Core

The Global E-commerce VP · VP of Global E-commerce

ChatGPT

1.Bazaarvoice

2.PowerReviews

3.Yotpo

4.Photoslurp

5.Olapic

+15 more

Claude

1.Bazaarvoice Visual UGC

2.Stackla

3.Curalate

4.Yotpo

Gemini

1.Bazaarvoice

2.Influx™

3.Social Connect™

4.PowerReviews

5.Yotpo

+2 more

AI Overviews

1.Yotpo

2.CS-Cart

3.Trend

4.GRIN

5.BrandLens

+3 more

“best shopify apps for social proof and customer ratings for high volume stores”

2/4 platforms mentioned

Core

The Global E-commerce VP · VP of Global E-commerce

ChatGPT

1.Shopify Plus

2.Yotpo

3.Okendo

4.Bazaarvoice

5.PowerReviews

+4 more

Claude

1.Shopify

2.Bazaarvoice

3.PowerReviews

4.Judge.me

Gemini

1.Shopify

2.Judge.me Product Reviews

3.Stamped.io Product Reviews & UGC

4.Loox Product Reviews & Photos

5.Yotpo Product Reviews & Ratings

+2 more

AI Overviews

1.Shopify

2.Yotpo

3.Yotpo Product Reviews

4.Okendo

5.Stamped.io

+5 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.

Practical Guide to Optimising Ecommerce Product Pages

sellerscommerce.com

Bazaarvoice

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 Marketing Technology

Start gettingrecommended by AI.

Frequently asked questions

Bazaarvoice

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 Marketing Technology

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.