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

Cfeedback

Visibility0

Vibe88

Businesses/Software as a Service (SaaS) / Marketing Technology (MarTech)/Cfeedback

AI Visibility & Sentiment

Cfeedback

Cfeedback is a SaaS platform that helps startups and digital businesses collect verified customer feedback and transform it into conversion-optimized social proof widgets. It automates review collection and testimonial management to build brand trust and reduce purchase friction.

Active Monitoring

cfeedback.com

Software as a Service (SaaS) / Marketing Technology (MarTech)

AI Visibility Score

0/100

Invisible

Sentiment Score

88/100

Score by Reach

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

Summary

Cfeedback is currently invisible across all major AI search platforms for core intent queries, representing a significant missed opportunity in the social proof and customer advocacy software market. While the brand maintains a neutral knowledge-graph presence when queried directly by name, it fails to surface when high-intent users seek testimonial widgets, review management platforms, or feedback boards.

Value Proposition

Cfeedback combines AI-curated quote surfacing with a 5-minute setup, focusing on a 'proof engine' that addresses buyer objections at the point of sale without enterprise bloat.

Overview

Mission

Get customer feedback and build what matters.

Products & Services

Verified Review ImporterConversion-Ready WidgetsBranded Feedback FormsAI Quote CuratorFeedback Boards

Agent Breakdown

AI Platforms

How often do different AI platforms reference Cfeedback?

Loading explorer...

Conversation Analysis

Key Topics

What conversations is Cfeedback included in — or excluded from?

Loading explorer...

Buyer Personas

Personas

Who does each AI platform recommend Cfeedback to, and when?

Loading explorer...

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

Social Proof & Customer Advocacy Tools(3 queries)

“what are the best tools to automatically pull reviews from google and display them on my landing page”

0/4 platforms mentioned

Core

ChatGPT

1.Elfsight

2.EmbedSocial

3.Taggbox

4.Trustindex

5.WidgetPack

+3 more

Claude

1.WiserReview

2.ReviewOnMyWebsite

3.Elfsight

4.EmbedSocial

5.Trustmary

+2 more

Gemini

1.Webflow

2.Unbounce

3.Wix

4.Squarespace

5.Elfsight

+7 more

AI Overviews

1.Elfsight

2.Jotform

3.Trustindex

4.EmbedSocial

5.Tagbox

“i need a plugin to show customer testimonials on my shopify site, what's better than the expensive enterprise options”

0/4 platforms mentioned

Core

The Bootstrapped SaaS Founder · Founder/CEO

ChatGPT

1.Shopify

2.Judge.me

3.Loox

4.Opinew

5.Fera

+4 more

Claude

1.Shopify

2.Testimonial Master

3.Simple Testimonials

4.Reputon Testimonials Slider

5.Yotpo

+3 more

Gemini

1.Yotpo

2.Okendo

3.Shopify

4.Judge.me

5.Senja

+2 more

AI Overviews

1.Shopify

2.Judge.me

3.Yotpo

4.Okendo

5.Loox

+2 more

“recommend some platforms that let me create a feedback board where users can request new features”

0/4 platforms mentioned

Core

The Bootstrapped SaaS Founder · Founder/CEO

ChatGPT

1.Canny

2.Jira

3.GitHub

4.Upvoty

5.Nolt

+18 more

Claude

1.Featurebase

2.Fider

3.Canny

4.Sleekplan

5.Savio

+4 more

Gemini

1.Canny.io

2.Upvoty

3.Frill

4.FeatureUpvote

5.Hellonext

AI Overviews

1.Featurebase

2.Canny

3.ProductLift

4.Fider

5.Frill

+6 more

Brand Perception

What AI Really Thinks

We asked each AI platform directly about Cfeedback to understand how they perceive the brand. These responses back up the Sentiment Score and reveal tone, accuracy, and blind spots across platforms and personas.

3Positive

1Neutral

0Negative

across 4 responses

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

ChatGPT

Positive

“…CFeedback (cfeedback.com) is a small, indie SaaS product that helps companies collect, aggregate and display customer feedback, reviews and feature requests…”

Claude

Neutral

“…I don't have specific information about "Cfeedback" in my training data.…”

Gemini

Positive

“…Cfeedback (found at cfeedback.com) is a specialized software-as-a-service (SaaS) platform designed primarily for startups and independent founders.…”

AI Overviews

Positive

“…Cfeedback (found at cfeedback.com) is a platform designed to help startups collect and display customer testimonials as "social proof" to drive sales.…”

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Brand recognition exists for direct inquiries, as evidenced by top-tier ranking in brand-specific 'vibe check' queries across ChatGPT, Claude, and Gemini.

Gap

Complete lack of visibility in core 'Trust & Reviews' category evaluation, despite relevant search volume from high-intent SaaS founders and e-commerce marketers.

Gap

Total absence in conversion rate optimization (CRO) discovery queries, failing to capture users looking for landing page trust-building tools.

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of Cfeedback

Shopify28 mentions

Intercom25 mentions

Yotpo23 mentions

Canny22 mentions

Hotjar21 mentions

Testimonial.to21 mentions

Elfsight20 mentions

Senja20 mentions

Loox15 mentions

Slack15 mentions

Cfeedback0 mentions

Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

help.elfsight.com

https://help.elfsight.com/article/1100-how-to-embed-google-reviews-on-a-website

Referenced in 1 query

Review

embedsocial.com

https://embedsocial.com/products/free-reviews-widget/

Referenced in 1 query

Review

taggbox.com

https://taggbox.com/google-reviews-widget/

Referenced in 1 query

Pitch Story

trustmetrics.io

https://www.trustmetrics.io/widgets/google-my-business

Referenced in 1 query

Review

wordpress.org

https://wordpress.org/plugins/wp-google-places-review-slider/

Referenced in 1 query

Review

8 Free Google Review Widgets for Your Website (2026)

https://wiserreview.com/blog/google-review-widget/

Referenced in 1 query

Review

8 Best Google Review Management Tools I Compared (2026)

https://wisernotify.com/blog/google-review-management-tools/

Referenced in 1 query

Review

9 Best Google review management software (2026)

https://wiserreview.com/blog/google-review-management-software/

Referenced in 1 query

Review

How to Embed Google Reviews on Website for FREE in 2026 | EmbedSocial

https://embedsocial.com/blog/embed-google-reviews/

Referenced in 1 query

Review

Google Reviews Widget for your Website | No-code solution

https://elfsight.com/google-reviews-widget/

Referenced in 1 query

Review

How to Add Google Reviews to Your Website (The Easy Way)

https://blog.reviews.io/post/how-to-add-google-reviews-to-your-website

Referenced in 1 query

Review

How to Add Google Reviews to Website (for Dummies) - Trustmary

https://trustmary.com/reviews/how-to-add-google-reviews-to-website-for-dummies/

Referenced in 1 query

Review

Content Engineering

Recommended Actions

Implement a strategic AI-readiness content program focused on category comparison queries.

The data shows Cfeedback is absent from critical 'best tool' lists; SEO and content must pivot to answer these specific comparative search intents directly.

Impact: High

Optimize landing page content for high-intent 'Shopify testimonial' and 'CRO trust' keywords.

Competitors like Elfsight and Yotpo are winning these queries; technical on-page optimization is required to capture this specific traffic.

Impact: High

Develop a structured data and entity-building strategy to associate the brand with 'Feedback Boards' and 'Social Proof' entities.

AI models currently fail to index the brand within its own product category, necessitating a more robust semantic connection in public-facing documentation.

Impact: Medium

Is this your business? We can help you improve your AI visibility.

Book a Free Strategy Session

Data generated by Pendium.ai AI visibility scanning. Last scanned March 25, 2026.

Explore Software as a Service (SaaS) / Marketing Technology (MarTech)

View all

Inrō

34/100

Start getting recommended by AI

Enter your website to see exactly what ChatGPT, Claude, and Gemini say about your business. Free, instant, and eye-opening.

Free visibility scanResults in 2 minutesNo credit card required

Frequently asked questions

Don't see your question? Book a demo and we'll walk you through it.