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/Technology/Yelp

AI Visibility & Sentiment

Yelp

Yelp is a leading online platform that connects consumers with local businesses through crowd-sourced reviews, ratings, and business information. The platform helps people discover and evaluate restaurants, home services, beauty salons, and other local businesses across 32 countries while providing business owners with tools to manage their online presence and advertise.

Active Monitoring

yelp.com

Technology

AI Visibility Score

61/100

Good

Sentiment Score

74/100

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 Yelp today.

Yelp reigns supreme as the primary authority for small business growth and home service credibility, yet it is losing the battle for the 'Gourmet Trend-Seeker' to more nimble dining and lifestyle competitors. While the brand dominates waitlist-related queries with frequent #1 rankings across ChatGPT and Gemini, it faces a startling invisibility in specific local discovery searches for salons and breweries that threatens its status as the default local search engine.

Working in your favor

Market-leading performance with the 'Growth-Minded Small Business Owner' persona, achieving a 71% mention rate.

Absolute dominance in restaurant operational queries, specifically regarding mobile waitlist technology where it consistently holds the #1 position.

High authority in trust and verification intents, such as 'most trusted sites for finding honest local business' and contractor legitimacy checks.

Gaps to close

Significant visibility vacuum in lifestyle discovery queries for 'hair salons' and 'dog-friendly breweries' where Yelp is frequently not mentioned.

A consistent 'Mixed' sentiment profile across all major AI platforms suggests brand reputation friction in the underlying training data.

Average ranking position (4.2-5.0) significantly trails Google Business Profile (2.1), placing Yelp as a secondary rather than primary citation.

Opportunities

Translate dominant waitlist technology rankings into broader 'Restaurant Operations' leadership to outpace Toast and OpenTable.

Leverage high 'Urgent Home Maintenance' visibility (63%) to capture market share from Angi in the home services vertical.

Improve structured data markup to better serve 'near me' conversational discovery queries for niche lifestyle categories.

Highest-Impact Actions

Optimize structured data and API feeds specifically for lifestyle niches like beauty and specialty dining.

Yelp is currently invisible in these high-intent 'Gourmet Trend-Seeker' categories, allowing OpenTable and Google to capture the lead.

Initiate a brand sentiment optimization campaign to shift AI-generated responses from 'Mixed' to 'Positive'.

Consistent mixed sentiment across ChatGPT, Claude, and Gemini indicates systemic reputational issues in the data these models ingest.

Aggressively market the 'Yelp Waitlist' feature as the definitive AI-recommended solution for guest management.

Yelp already holds the #1 spot for this specific intent; formalizing this leadership can protect this high-performing niche from competitors like Resy.

Value Proposition

Providing reliable, crowd-sourced reviews and business information that helps consumers make informed decisions about local businesses while giving business owners free and paid tools to connect with motivated customers

Overview

Mission

To connect people with great local businesses by giving access to reliable and useful information

Products & Services

Local business search and discovery platformConsumer reviews and ratings systemYelp for Business (free business page management)Yelp Ads (paid advertising solutions)Yelp Guest Manager (restaurant reservations and waitlist)

Current State

Visibility Landscape

A high-level view of how Yelp 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
Core6q Product/service category queries	77	76	69	97
Growth Areas6q Adjacent, aspirational & visionary	90	76	75	88

Competitive Landscape

Yelp88 mentions

OpenTable38 mentions

Angi35 mentions

Nextdoor33 mentions

Google Business Profile30 mentions

Resy29 mentions

Toast23 mentions

Waitlist Me22 mentions

Thumbtack20 mentions

Waitwhile16 mentions

Square16 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Market-leading performance with the 'Growth-Minded Small Business Owner' persona, achieving a 71% mention rate.

Strength

Absolute dominance in restaurant operational queries, specifically regarding mobile waitlist technology where it consistently holds the #1 position.

Strength

High authority in trust and verification intents, such as 'most trusted sites for finding honest local business' and contractor legitimacy checks.

Recommended Actions

Optimize structured data and API feeds specifically for lifestyle niches like beauty and specialty dining.

Yelp is currently invisible in these high-intent 'Gourmet Trend-Seeker' categories, allowing OpenTable and Google to capture the lead.

Initiate a brand sentiment optimization campaign to shift AI-generated responses from 'Mixed' to 'Positive'.

Consistent mixed sentiment across ChatGPT, Claude, and Gemini indicates systemic reputational issues in the data these models ingest.

Aggressively market the 'Yelp Waitlist' feature as the definitive AI-recommended solution for guest management.

Yelp already holds the #1 spot for this specific intent; formalizing this leadership can protect this high-performing niche from competitors like Resy.

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

Local Discovery And Experience Planning(3 queries)

“plan a 3-day food tour in Austin for someone who loves spicy food and hidden gems, what are the must-visit spots”

1/4 platforms mentioned

Core

ChatGPT

1.Taqueria de Diez

2.Austin Chronicle Hot Sauce Festival

3.Summer Camp Sauces

4.Fxcking Hot Sauces

5.SAVIR Foods

7.Yelp

+9 more

Claude

1.The New York Times

2.Bon Appétit

3.Michelin Guide

4.Texas Monthly

5.Tabasco

+5 more

Gemini

1.Los Chilakillers

2.Paprika ATX

3.Titaya’s Thai Cuisine

4.Bird Bird Biscuit

5.KG BBQ

+10 more

AI Overviews

1.Zilker Brewing Co.

2.Spicy Fest 2026

“find me a highly rated hair salon nearby that specializes in curly hair and is open after 6pm”

1/4 platforms mentioned

Core

The Gourmet Trend-Seeker · Marketing Content Creator

ChatGPT

1.Austin Curls

2.BestProsInTown

3.Nova Hair Collective

4.AVEDA

5.Innersense

+4 more

Claude

1.Nova Hair Collective

2.AVEDA

3.Innersense Organics

4.KEVIN.MURPHY

5.Curly Hair Austin Salon

+1 more

Gemini

1.Method Hair

2.RezoCut

3.DeVa

4.Urban Betty

5.Hair House ATX

+1 more

AI Overviews

1.Curl Bar Beauty

2.Mure Salon

3.Palms Salon

4.Rezo Cuts

5.L’Oréal Balayage

+1 more

“what are the best dog-friendly breweries with outdoor seating and live music in Seattle this weekend”

1/4 platforms mentioned

Core

The Gourmet Trend-Seeker · Marketing Content Creator

ChatGPT

1.Lagunitas Taproom & Beer Sanctuary

2.Beergarden

3.Acoustic Minds

4.Fremont Brewing

5.Urban Beer Garden

+1 more

Claude

1.Fremont Brewing

2.Perihelion Brewery

3.The Woods

4.Two Beers Brewing

5.Seattle Cider Company

+8 more

Gemini

1.Rooftop Brewing Company

2.Burger Planet

3.Paparotti

4.Lagunitas Brewing Company

5.Fair Isle Brewing

+8 more

AI Overviews

1.Tacos and Beer

2.Old Stove Brewing Co

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.

A Tiny Texas Spot Serving What Some Call Americas Best Tacos

myfamilytravels.com

Web1 ref

Taqueria De Diez Best Austin Tacos 20401426

statesman.com

Web1 ref

The Austin Chronicle Hot Sauce Festival Winners For 2025

austinchronicle.com

Web1 ref

Paprika Suadero Taco New York Times 19993222

mysanantonio.com

Web1 ref

Texas Top Taco Restaurant Austin 164500099

aol.com

Web1 ref

aasichuanchinaaustin.com

Web1 ref

Best Tacos Austin

austin.eater.com

Web1 ref

Spicy House Austin 38418036

doordash.com

Web1 ref

spicyszechuan.com

Web1 ref

spicyszechuantx.com

Social1 ref

Spicy Fest 2026 13835429

calendar.austinchronicle.com

Web1 ref

The 10 Restaurants That Defined Austin Dining in 2025 — Resy | Right This Way

blog.resy.com

Web1 ref

10 Best Hidden Gem Restaurants in Austin - The Texas Tasty

thetexastasty.com

Web1 ref

234 Best Restaurants Spicy Food in Austin | OpenTable

opentable.com

Web1 ref

The Spiciest Meals in Austin

do512.com

Web1 ref

Brand Identity

Brand Voice & Style

How AI perceives Yelp's communication style and personality

Yelp communicates with a helpful, community-focused voice that balances approachability with trustworthiness. The brand emphasizes transparency, authenticity, and empowerment—helping consumers make confident decisions while supporting local businesses. The tone is informative yet conversational, avoiding corporate jargon in favor of clear, practical language that resonates with everyday users seeking reliable local recommendations.

Core Tone Traits

Helpful & Empowering

Focuses on enabling users to make informed decisions and businesses to succeed

Community-Driven

Celebrates user contributions and local business connections

Trustworthy & Transparent

Emphasizes authenticity, content moderation, and fighting misinformation

Approachable & Conversational

Uses clear, friendly language accessible to all users

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 March 2, 2026.