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.

Roadmap Pricing

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Hampton Bay

Visibility81

Vibe92

Businesses/Home Improvement/Hampton Bay

AI Visibility & Sentiment

Hampton Bay

Hampton Bay is a kitchen cabinet brand exclusively available at The Home Depot, offering both designer series and standard collections. They specialize in quality kitchen cabinetry with various styles ranging from modern white finishes to natural wood tones like oak and hickory.

Active Monitoring

Home Improvement

AI Visibility Score

81/100

Excellent

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

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Hampton Bay today.

Hampton Bay maintains a strong presence across conversational AI platforms, particularly dominating budget-conscious and professional contractor queries. While it achieves high rankings and mention rates on ChatGPT, Claude, and Gemini, it suffers from a significant visibility gap in Google AI Overviews and consistent mixed sentiment across all platforms.

Working in your favor

Exceptional performance with 'Reliable Kitchen Contractor' and 'House Flipper' personas, maintaining average positions of 1.5 and 1.6 respectively.

High mention rates on Claude (97%) and Gemini (92%), often securing the #1 spot in brand comparison and 'vibe check' queries.

Strong association with 'off-the-shelf' and 'ready to install' searches, making it the go-to recommendation for fast-turnaround projects.

Gaps to close

Significant drop-off in AI Overviews visibility (33%) compared to LLM mention rates (>90%).

Inconsistent performance in aesthetic-specific decision-making queries, such as 'white shaker vs natural wood' where it was once entirely unmentioned.

Sentiment is consistently 'mixed' across all platforms, likely due to AI models surfacing historical quality or durability concerns.

Opportunities

Improve technical SEO to capture Google's AI Overviews, which currently lag behind the brand's conversational AI performance.

Leverage the strong partnership with Home Depot to dominate 'in-stock' and 'budget' related AI recommendations.

Shift the sentiment narrative by increasing public-facing content focused on warranty, durability, and updated manufacturing standards.

Highest-Impact Actions

Optimize site architecture and structured data for AI Overviews inclusion.

There is a 59-64% visibility gap between chat-based LLMs and Google's AI Overviews, representing a major missed opportunity in organic search results.

Deploy a sentiment-rehabilitation content strategy focused on product quality and longevity.

Despite high visibility, the 'mixed sentiment' label across all platforms suggests that LLMs are training on negative reviews or durability complaints.

Create dedicated landing pages for specific styles like 'White Shaker' and 'Modern Farmhouse' to feed AI training sets.

The brand occasionally misses out on aesthetic-driven queries, such as the white shaker vs natural wood comparison where it was not mentioned.

Overview

Mission

Quality kitchen cabinets with diverse style options available exclusively at The Home Depot, combining designer aesthetics with accessible pricing and convenient availability.

Current State

Visibility Landscape

A high-level view of how Hampton Bay performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Sentiment when asked about the brand directly	100	100	100	50
“What do you know about Hampton Bay? What do they do and what's their reputation?”	Positive	Positive	Positive	Neutral
Core7q Product/service category queries	85	91	89	47
“what are the best ways to save money on new kitchen cabinets”	#1	#2	#1	No
“i want a modern farmhouse kitchen look what cabinets should i get”	#1	#1	#1	No
“help me choose between white shaker and natural wood cabinets for a small kitchen”	#1	#1	#1	No
“what are the best off-the-shelf cabinets for a rental property renovation”	#1	#2	#1	No
“find me kitchen cabinets that are in-stock and ready to install this week”	#2	#1	#1	No
“is hampton bay cabinetry good quality compared to custom options”	#1	#1	#1	#1
“hampton bay vs allen and roth cabinets which is better”	#1	#1	#1	#1
Growth Areas1q Adjacent, aspirational & visionary	89	96	77	0
“help me plan a kitchen remodel on a $15,000 budget”	#1	#1	#1	No

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

Positive

Neutral

“what are the best ways to save money on new kitchen cabinets”

“i want a modern farmhouse kitchen look what cabinets should i get”

“help me choose between white shaker and natural wood cabinets for a small kitchen”

“what are the best off-the-shelf cabinets for a rental property renovation”

“find me kitchen cabinets that are in-stock and ready to install this week”

“is hampton bay cabinetry good quality compared to custom options”

“hampton bay vs allen and roth cabinets which is better”

“help me plan a kitchen remodel on a $15,000 budget”

Brand Ecosystem

Home Depot

100 mentions

Hampton Bay

97 mentions

IKEA

58 mentions

Lowe's

35 mentions

SEKTION

31 mentions

KraftMaid

27 mentions

Lowe’s

26 mentions

Blum

25 mentions

Diamond NOW

23 mentions

Menards

15 mentions

CliqStudios

13 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Exceptional performance with 'Reliable Kitchen Contractor' and 'House Flipper' personas, maintaining average positions of 1.5 and 1.6 respectively.

Strength

High mention rates on Claude (97%) and Gemini (92%), often securing the #1 spot in brand comparison and 'vibe check' queries.

Strength

Strong association with 'off-the-shelf' and 'ready to install' searches, making it the go-to recommendation for fast-turnaround projects.

Recommended Actions

Optimize site architecture and structured data for AI Overviews inclusion.

There is a 59-64% visibility gap between chat-based LLMs and Google's AI Overviews, representing a major missed opportunity in organic search results.

Deploy a sentiment-rehabilitation content strategy focused on product quality and longevity.

Despite high visibility, the 'mixed sentiment' label across all platforms suggests that LLMs are training on negative reviews or durability complaints.

Create dedicated landing pages for specific styles like 'White Shaker' and 'Modern Farmhouse' to feed AI training sets.

The brand occasionally misses out on aesthetic-driven queries, such as the white shaker vs natural wood comparison where it was not mentioned.

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

Budget Friendly Kitchen Remodeling(2 queries)

“help me plan a kitchen remodel on a $15,000 budget”

2/4 platforms mentioned

Adjacent

ChatGPT

1.IKEA

2.Conestoga

3.Formica

4.Wilsonart

5.Lifeproof

11.Hampton Bay

+13 more

Claude

1.IKEA

2.Home Depot

3.Hampton Bay

4.Cambria

5.Silestone

+17 more

Gemini

1.Floorplanner

2.HomeWyse

3.Pinterest

4.Houzz

5.IKEA

+19 more

AI Overviews

1.Consumer Reports

“what are the best ways to save money on new kitchen cabinets”

2/4 platforms mentioned

Core

ChatGPT

1.IKEA

2.Home Depot

3.Lowe’s

4.Cabinet Joint

5.Barker Cabinets

+6 more

Claude

1.IKEA

2.Home Depot

3.Hampton Bay

4.Lowe’s

5.Arcadia

+14 more

Gemini

1.IKEA

2.Blum

3.The RTA Store

4.Barker Cabinets

5.Cabinet Joint

8.Hampton Bay

+12 more

AI Overviews

No brands listed

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.

Home Depot

homedepot.com

Hampton Bay

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Home Improvement

Start gettingrecommended by AI.

Frequently asked questions

Hampton Bay

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Home Improvement

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.