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

Numa

Visibility8

Vibe88

Businesses/Automotive Technology/Numa

AI Visibility & Sentiment

Numa

Numa is an AI-native communication platform built specifically for automotive dealerships. They provide Voice AI agents and Smart Inbox technology that automates scheduling, rescues missed calls, and delivers visibility into customer communications, helping dealerships increase profits and improve customer satisfaction.

Active Monitoring

Automotive Technology

AI Visibility Score

8/100

Invisible

Sentiment Score

88/100

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Numa today.

Numa has low overall visibility, often being overshadowed by broad communication platforms like Podium and legacy automotive tools like Xtime. While it is recognized as a 'rising star' in AI-specific automotive technology queries, it is frequently missed in general service department efficiency and communication transformation queries.

Overview

Mission

The only AI communication platform purpose-built for dealerships that combines context-aware Voice AI with Smart Inbox technology to eliminate missed calls, automate scheduling, and provide complete visibility into customer interactions—resulting in documented 40%+ profit increases.

Current State

Visibility Landscape

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

	ChatGPT	Claude	Gemini	AI Overviews
Reputation Brand recognition & direct queries	—	—	—	—
Core Topics Product/service category queries	—	—	—	—
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

—

Core Topics

Product/service category queries

—

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

Podium

14 mentions

Xtime

11 mentions

Tekmetric

7 mentions

CallRail

7 mentions

Dealer-FX

5 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Gemini recognizes Numa as a 'rising star' and leader in automotive AI.

Strength

Identified as a solution for 'rescuing' missed calls and RO growth.

Strength

Mentioned alongside major industry funding news ($32M Series B).

Recommended Actions

Differentiate from Numa Hospitality

ChatGPT currently defaults to the hospitality brand. Increasing SEO and content around 'Numa Automotive AI' is critical.

Increase visibility in 'Abandoned Call' contexts

Numa is highly relevant for capturing missed calls but was not mentioned in the 'abandoned calls' query, where competitors like Stellar AI appeared.

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

Service Department Efficiency Optimization(2 queries)

“how to reduce the number of abandoned calls in a high-volume car dealership service department”

0/3 platforms mentioned

ChatGPT

1.NICE CXone

2.Genesys Cloud CX

3.Five9

4.CallRail

5.RingCentral

+16 more

Claude

1.Weave

2.CallRail

3.Podium

4.DealerSocket

5.Xtime

+3 more

Gemini

1.Stellar AI

2.Brooke.ai

3.Better Car People

4.Proactive Dealer Solutions

5.Mindful

+7 more

“strategies for reducing phone tag between service advisors and customers during repair authorizations”

0/3 platforms mentioned

ChatGPT

1.Tekmetric

2.Shop-Ware

3.Mitchell 1

4.ProDemand

5.ALLDATA

+6 more

Claude

1.Tekmetric

2.BOLT ON TECHNOLOGY

3.Shopmonkey

4.AutoVitals

5.CallRail

+4 more

Gemini

1.AutoVitals

2.Bolt On Technology

3.UpdatePromise

4.Podium

5.Kenect

+8 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.

Xtime

xtime.com

Web1 ref

Podium

podium.com

Web1 ref

Competitive Landscape

Brands and products that AI platforms mention alongside or instead of Numa.

Podium14 mentions

Xtime11 mentions

Tekmetric7 mentions

CallRail7 mentions

Dealer-FX5 mentions

Numa2 mentions

Brand Identity

Brand Voice & Style

How AI perceives Numa's communication style and personality

Numa communicates with confident authority rooted in proven results, using direct language that speaks to dealership professionals' pain points. The tone is professional yet accessible, avoiding overly technical jargon while demonstrating deep industry expertise. They lead with outcomes and ROI data, letting customer testimonials and specific metrics do the heavy lifting. The voice balances urgency around missed opportunities with optimism about AI-powered solutions.

Core Tone Traits

Results-Driven & Confident

Leads with specific metrics and proven outcomes like '40% increase in profits'

Industry-Insider Expert

Speaks the language of dealership operations with terms like CSI, RO, DMS, and service advisors

Direct & Action-Oriented

Uses clear calls-to-action and addresses pain points head-on without fluff

Modern & Innovative

Positions as cutting-edge AI technology while remaining approachable and practical

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 January 23, 2026.

Explore Automotive Technology

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Kjerra

1/100

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