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.

Businesses/Top-rated hybrid SUVs comparing fuel economy, reliability, features, and value across all size categories/kia (sorento hybrid)

AI Visibility & Sentiment

kia (sorento hybrid)

Active Monitoring

kia.com

Top-rated hybrid SUVs comparing fuel economy, reliability, features, and value across all size categories eco-friendly fuel efficiency hybrid suv suv vehicles

AI Visibility Score

61/100

Good

Sentiment Score

84/100

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

visionary

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe kia (sorento hybrid) today.

AI agents consistently identify the Kia Sorento Hybrid as a premier, versatile three-row SUV, yet this positive brand sentiment is not yet fully translating into the discovery-heavy 'reliability' and 'long-term ownership' search queries. While the brand enjoys strong visibility when buyers are already researching family-friendly hybrid options, there is a clear opportunity to capitalize on its high trust metrics to dominate the broader conversation surrounding long-term vehicle performance and lifestyle transitions.

Working in your favor

High brand recognition and positive sentiment across all major AI platforms for core 'family-friendly hybrid' queries

Strong performance in aspirational queries related to lifestyle upgrades, specifically when transitioning from sedans to larger SUVs

Top-tier presence in core research queries for three-row hybrid vehicle comparisons

Gaps to close

Underperformance in performance and reliability-focused queries where competitors like Toyota and Honda currently dominate the narrative

Lack of visibility in queries specifically requesting 'trusted car brands' for long-term ownership, despite high sentiment data

Limited presence in deep-dive 'feature-specific' research where buyers compare tech packages across segments

Opportunities

Pivot content to address specific long-term ownership questions to compete with the authority of Consumer Reports and other third-party review sites

Leverage the brand's 'tweener' SUV identity to capture search volume from families bridging the gap between midsize and full-size vehicles

Develop specific content assets that explicitly highlight reliability benchmarks to mirror how agents describe the brand's technical prowess

Highest-Impact Actions

Develop a 'Long-Term Reliability' content series showcasing maintenance milestones and durability data

AI agents are currently favoring third-party sources for reliability queries; this content will provide the specific performance data needed to be cited directly in these high-intent answers.

Publish an authoritative 'Family Transition Guide' comparing the Sorento Hybrid to gas sedans and full-size SUVs

Data shows the brand is already a favored recommendation for those 'upgrading'; creating a dedicated guide for this specific user journey will solidify the brand as the primary solution for this transition.

Create a 'Feature Comparison Deep-Dive' series focusing on the Sorento Hybrid’s tech suite vs. industry competitors

While the brand is recognized for tech, it loses visibility in specific feature-based queries; detailed content on these advancements will help capture higher rankings in discovery-phase searches.

Current State

Visibility Landscape

A high-level view of how kia (sorento hybrid) 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
Core4q Product/service category queries	78	90	77	69
Growth Areas5q Adjacent, aspirational & visionary	71	41	63	72

Competitive Landscape

kia (sorento hybrid)42 mentions

Honda (CR-V Hybrid)14 mentions

Consumer Reports11 mentions

Hyundai10 mentions

Honda9 mentions

Honda (Honda CR-V Hybrid)8 mentions

Toyota Grand Highlander Hybrid7 mentions

Hyundai Santa Fe Hybrid6 mentions

Toyota6 mentions

Hyundai (Tucson Hybrid)6 mentions

Honda (CR-V)6 mentions

Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve kia (sorento hybrid)'s AI visibility.

Key Findings

Strength

High brand recognition and positive sentiment across all major AI platforms for core 'family-friendly hybrid' queries

Strength

Strong performance in aspirational queries related to lifestyle upgrades, specifically when transitioning from sedans to larger SUVs

Strength

Top-tier presence in core research queries for three-row hybrid vehicle comparisons

Recommended Actions

Develop a 'Long-Term Reliability' content series showcasing maintenance milestones and durability data

AI agents are currently favoring third-party sources for reliability queries; this content will provide the specific performance data needed to be cited directly in these high-intent answers.

Publish an authoritative 'Family Transition Guide' comparing the Sorento Hybrid to gas sedans and full-size SUVs

Create a 'Feature Comparison Deep-Dive' series focusing on the Sorento Hybrid’s tech suite vs. industry competitors

While the brand is recognized for tech, it loses visibility in specific feature-based queries; detailed content on these advancements will help capture higher rankings in discovery-phase searches.

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

Family Friendly Hybrid SUV Research(3 queries)

“what are the best hybrid suvs with three rows that actually fit adults in the back”

3/4 platforms mentioned

Core

ChatGPT

1.Toyota Grand Highlander Hybrid

2.Kia Sorento Hybrid

3.Hyundai Palisade Hybrid

Claude

1.Toyota Grand Highlander Hybrid

2.Hyundai Palisade Hybrid

3.Hyundai Santa Fe Hybrid

4.Kia Sorento Hybrid

5.Lexus TX Hybrid

Gemini

1.Hyundai (Hyundai Palisade Hybrid, Hyundai Santa Fe Hybrid)

2.Toyota (Toyota Grand Highlander Hybrid)

3.Kia (Kia Telluride Hybrid, Kia Sorento Hybrid)

AI Overviews

1.Toyota (Grand Highlander Hybrid, Sequoia Hybrid)

2.Lexus (TX 500h)

3.Hyundai (Palisade Hybrid)

4.Glen Toyota

5.Pueblo Toyota

+3 more

“suggest some reliable hybrid suvs for a family of 5 that won't break the bank on gas”

2/4 platforms mentioned

Core

ChatGPT

1.Toyota Highlander Hybrid

2.Kia Sorento Hybrid

3.Hyundai Santa Fe Hybrid

4.Honda CR-V Hybrid

5.Toyota RAV4 Hybrid

+1 more

Claude

1.Hyundai (Hyundai Tucson Hybrid, Hyundai Palisade Hybrid)

2.Kia (Kia Niro, Kia Sorento Hybrid)

3.Toyota (Toyota Highlander Hybrid, Toyota RAV4)

4.Honda (Honda CR-V Hybrid)

5.Ford (Ford Escape Hybrid)

Gemini

1.Honda CR-V Hybrid

2.Toyota RAV4 Hybrid

3.Hyundai Tucson Hybrid

4.Kia Sportage Hybrid

5.Toyota Grand Highlander Hybrid

+1 more

AI Overviews

1.Toyota (RAV4 Hybrid, Highlander Hybrid, Grand Highlander Hybrid)

2.Honda (CR-V Hybrid)

3.Hyundai (Tucson Hybrid, Santa Fe Hybrid)

4.Kia (Sportage Hybrid)

“give me a list of safe and spacious suvs that are good for road trips but still easy to park in the city”

1/4 platforms mentioned

Adjacent

ChatGPT

1.Honda CR-V

2.Toyota RAV4

3.Mazda CX-5

4.Subaru Forester

5.Ford Escape

10.Kia Sorento

+12 more

Claude

1.Honda CR-V

2.NHTSA

3.Toyota RAV4

4.Subaru Forester

5.IIHS

+6 more

Gemini

1.Kia (Sportage, Telluride)

2.Toyota (RAV4 Hybrid)

3.Hyundai (Tucson)

4.Nissan (Rogue)

5.Chevrolet (Trax)

+4 more

AI Overviews

1.Subaru (Subaru Forester)

2.Honda (Honda CR-V, Honda Pilot)

3.Toyota (Toyota RAV4, Toyota Highlander)

4.Mazda (Mazda CX-5)

5.Hyundai (Hyundai Santa Fe)

+1 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.

Best Hybrid SUVs With 3 Rows in 2026 - US News Cars

cars.usnews.com

Web1 ref

These Are the Best Hybrid SUVs for 2026

edmunds.com

Web1 ref

2026 Lexus TX 550h+ – Luxury 3-Row SUV | Lexus.com

lexus.com

Web1 ref

Best Hybrid SUVs of 2026 and 2027 - Expert Reviews and Rankings | Edmunds

edmunds.com

Web1 ref

The Top New Three-Row SUVs I'd Recommend to Families, As a Parent - Autoblog

autoblog.com

Web1 ref

The Japanese Three-Row Hybrid SUV With The Highest MPG In 2026

topspeed.com

Web1 ref

2026 Volvo XC90 plug-in hybrid | Large Luxury Family SUV | Third Row Seating

volvocars.com

Web1 ref

Best 3-Row Hybrid SUVs for 2026 | Three-Row Plug-In Hybrid SUVs | CarBuzz

carbuzz.com

Web1 ref

Best SUVs with 3 Rows for 2026 - US News Cars

cars.usnews.com

Web1 ref

Best Hybrid SUVs for 2026 - US News Cars

cars.usnews.com

Web1 ref

Hybrid SUVs with 3 Rows with the Most Legroom for 2026 - iSeeCars.com

iseecars.com

Web1 ref

Hybrid Luxury SUVs with 3 Rows with the Most Legroom for 2026 - iSeeCars.com

iseecars.com

Web1 ref

These 10 SUVs Have the Most Spacious Third Rows | Edmunds

edmunds.com

Web1 ref

Hybrid SUVs with 3 Rows with the Most Cargo Space for 2025 - iSeeCars.com

iseecars.com

Web1 ref

6 Vehicles With the Most 3rd Row Legroom - Autoblog

autoblog.com

Web1 ref

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 April 4, 2026.