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

Bagel AI

Visibility12

Vibe82

Businesses/Software/Bagel AI

AI Visibility & Sentiment

Bagel AI

Bagel AI is an AI-native product intelligence platform that transforms scattered customer feedback into evidence-backed product decisions. The platform automates the consolidation of feedback from various tools, helping product teams prioritize features based on real customer needs and business impact.

Active Monitoring

bagel.ai

Software

AI Visibility Score

12/100

Invisible

Sentiment Score

82/100

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Bagel AI today.

Bagel AI has successfully captured the 'Automation-First Startup Founder' persona with a dominant 65% mention rate, yet it is currently ghosting the enterprise market with 0% visibility among ROI-focused executives. While the brand achieves elite-tier rankings in Claude and Gemini for data-driven roadmap queries, a total absence from AI Overviews leaves a critical gap in its top-of-funnel discovery compared to category leaders like Productboard.

Value Proposition

Turn every piece of customer feedback into actionable, evidence-backed product decisions with fully automated, natively integrated AI that eliminates guesswork and connects product decisions to revenue outcomes

Overview

Mission

Make every feature count by turning feedback into action - automated, integrated, seamless

Products & Services

AI-powered product intelligence platformAutomatic customer feedback consolidationAI-generated product roadmapsRevenue impact analyticsCross-functional collaboration tools

Current State

Visibility Landscape

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

	ChatGPT	Claude	Gemini
Reputation Brand recognition & direct queries	18	23	20
Core Topics Product/service category queries	14	27	24
Growth Areas Adjacent, aspirational & visionary	14	35	40

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

Competitive Landscape

Productboard

53 mentions

Salesforce

42 mentions

Jira

37 mentions

Slack

36 mentions

Zapier

31 mentions

Gong

28 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Dominant 65% mention rate among Automation-First Startup Founders, signaling strong resonance with early-stage technical leaders.

Strength

High-authority positioning in Claude (avg pos 5.8) and Gemini (avg pos 7.0) for queries related to data-justified feature prioritization.

Strength

Strong brand recognition in direct 'vibe check' queries across ChatGPT, Claude, and AI Overviews, indicating a clear brand identity is established.

Recommended Actions

Develop and index ROI-centric whitepapers focused on 'Revenue Impact of Product Features'.

The brand has 0% visibility with enterprise personas; targeting revenue-linkage queries is the fastest path to establishing credibility with high-budget decision-makers.

Implement structured data and FAQ schemas specifically targeting 'Automating Feedback Consolidation' queries.

Bagel AI is currently being excluded from AI Overviews and high-intent feedback queries where competitors like Canny and Productboard are dominant.

Create content specifically tailored to the 'Evidence-Seeking Sales Director' persona, focusing on how product data accelerates sales cycles.

The current 0% mention rate for this persona prevents Bagel AI from becoming a cross-functional tool, limiting it to the product-only silo.

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

AI Driven Roadmap & Prioritization(3 queries)

“how can i use ai to help build my product roadmap and prioritize features for 2026”

0/4 platforms mentioned

Adjacent

ChatGPT

1.Productboard

2.Aha!

3.Notion

4.Jira

5.Linear

+38 more

Claude

1.Dovetail

2.User Interviews

3.Mixpanel

4.Productboard

5.Aha!

+3 more

Gemini

1.Perplexity AI

2.AlphaSense

3.Claude 3.5 Sonnet

4.SalesForce

5.Gong

+11 more

AI Overviews

1.Productboard

2.Airtable

3.Taskade

4.Agile Seekers

“best tools for ai-generated product roadmaps that link to business goals”

0/4 platforms mentioned

Core

The ROI-Focused Enterprise Product Executive · VP of Product

ChatGPT

1.Productboard

2.Salesforce

3.Jira

4.Aha!

5.Jira Align

+9 more

Claude

1.Productboard

2.Salesforce

3.Jira

4.Slack

5.Lattice

+1 more

Gemini

1.Salesforce

2.Gong

3.Zendesk

4.Jira

5.Productboard

+8 more

AI Overviews

1.Productboard

2.Aha! Roadmaps

3.Airtable ProductCentral

4.ProdPad

5.ProductRoadmap.ai

+1 more

“how do i use data to justify which features to build next to my stakeholders”

0/4 platforms mentioned

Aspirational

The ROI-Focused Enterprise Product Executive · VP of Product

ChatGPT

1.Salesforce

2.Zendesk

3.Intercom

4.Jira

5.Snowflake

+32 more

Claude

1.Salesforce

2.G2

3.Capterra

4.Amplitude

5.Mixpanel

+5 more

Gemini

1.Salesforce

2.Jira

3.Zendesk

4.Intercom

5.Amplitude

+6 more

AI Overviews

1.Pragmatic Institute

2.Monday.com

3.LogRocket Blog

4.Statsig

5.www.sigmacomputing.com

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 5 AI Powered Prioritization Models For Product Roadmaps

agileseekers.com

Web1 ref

AI Product Roadmap Tools Every PM Should Know

productschool.com

Web1 ref

The 2026 AI product strategy guide: How to plan, budget, and ...

mindtheproduct.com

Web1 ref

Product roadmap guide 2026: What it is + how to create one - Airtable

airtable.com

Web1 ref

Using AI for Product Roadmap Prioritization - Productboard

productboard.com

Web1 ref

Top 21 AI tools for product managers 2025: Ultimate guide

airtable.com

Web1 ref

AI for Product Managers: Tools & Tips - Productboard

productboard.com

Web1 ref

How AI Helps Prioritize Features and Roadmaps in Product ...

eduinx.in

Edu1 ref

How Can AI Improve Roadmap Planning for Product Owners?

premieragile.com

Web1 ref

Harnessing AI in Product Management To Build Better Products

digitalocean.com

Web1 ref

What’s Your AI Strategy for 2026? The Roadmap to Future-Proofing ...

rapidscale.net

Web1 ref

How AI Will Shape 2026 PLM Roadmaps: From Product ...

beyondplm.com

Web1 ref

Can I use Gong to capture product feedback and connect that ...

visioneers.gong.io

Web1 ref

Turn Customer Feedback Into Gold - Slack Developers

slack.dev

Web1 ref

Integration and Partner Ecosystem - Gong Collective

collective.gong.io

Web1 ref

Competitive Landscape

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

Productboard53 mentions

Salesforce42 mentions

Jira37 mentions

Slack36 mentions

Zapier31 mentions

Gong28 mentions

Canny28 mentions

Amplitude25 mentions

Mixpanel24 mentions

Intercom23 mentions

Bagel AI13 mentions

Brand Identity

Brand Voice & Style

How AI perceives Bagel AI's communication style and personality

Bagel AI communicates with a confident, data-driven tone that emphasizes efficiency and measurable outcomes. The brand voice is professional yet accessible, avoiding jargon while speaking directly to the pain points of product teams. There's an underlying sense of empowerment—helping teams work smarter, not harder—combined with a modern, tech-forward sensibility that reflects their AI-native positioning.

Core Tone Traits

Data-Driven & Evidence-Based

Emphasizes proof, metrics, and concrete outcomes over assumptions

Efficient & Action-Oriented

Focuses on automation, speed, and eliminating manual work

Professional yet Approachable

Expert-level insights delivered in accessible, clear language

Empowering & Confident

Positions users as capable decision-makers with the right tools

Backing

Investors

Blue Moon

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 February 27, 2026.