Bagel AI

Visibility17

Vibe82

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

17/100

Invisible

Sentiment Score

82/100

AI Perception

Summary

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

Agent Breakdown

AI Platforms

How often do different AI platforms reference Bagel AI?

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Conversation Analysis

Topics

What conversations is Bagel AI included in — or excluded from?

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Buyer Personas

Personas

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

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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

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

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

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

Automating Feedback Consolidation(2 queries)

“best way to automate gathering customer feedback from slack and gong, any specific software suggestions”

0/4 platforms mentioned

ChatGPT

1.Slack

2.Zapier

3.Make

4.Gong

5.Airtable

+34 more

Claude

1.Slack

2.Gong

3.Zapier

4.Make

5.Integromat

+10 more

Gemini

1.Productboard

2.Enterpret

3.Cycle

4.Viable

5.GPT-4

+7 more

AI Overviews

1.Slack

2.Gong

3.Pylon

4.Momentum

5.Productboard

+6 more

“how do b2b saas companies consolidate feature requests from sales teams without manual spreadsheets”

0/3 platforms mentioned

Claude

1.Salesforce

2.Productboard

3.Zapier

4.Canny

5.Pendo

+1 more

Gemini

1.Salesforce

2.Jira

3.Productboard

4.Dragonboat

5.UserVoice

+5 more

AI Overviews

1.Canny

2.UserVoice

3.Featurebase

4.Productboard

5.Savio

+9 more

Revenue Impact & Product ROI(1 query)

“how to track the revenue impact of specific product features for a b2b saas”

0/4 platforms mentioned

ChatGPT

1.Twilio Segment

2.RudderStack

3.Snowplow

4.Mixpanel

5.Amplitude

+30 more

Claude

1.LaunchDarkly

2.Optimizely

3.Mixpanel

4.Amplitude

5.Tableau

+10 more

Gemini

1.Amplitude

2.Mixpanel

3.LaunchDarkly

4.Stripe Tax & Billing

5.Stripe

+10 more

AI Overviews

1.Dreamdata

2.Metabase

3.PostHog

4.Amplitude

5.Salesforce

+2 more

Product Intelligence Platform Evaluation(1 query)

“best product management software for 2026 for b2b startups, specifically looking for ai-native options”

0/4 platforms mentioned

ChatGPT

1.Productboard

2.Aha!

3.Atlassian

4.Jira

5.Confluence

+21 more

Claude

1.Productboard

2.Pendo

3.Amplitude

4.Mixpanel

5.Coda

+2 more

Gemini

1.Cycle

2.Slack

3.Gong

4.Salesforce

5.Enterpret

+14 more

AI Overviews

1.Lane

2.Slack

3.Intercom

4.Zeda.io

5.Productboard

+5 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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.

Gap

Total lack of visibility (0%) for ROI-focused enterprise personas and evidence-seeking sales directors.

Gap

Complete absence from AI Overviews across all tested queries, a critical failure for modern search discovery.

Gap

Zero mentions in high-intent automated feedback consolidation queries, allowing competitors like Slack and Canny to own the 'feedback loop' narrative.

Opportunity

Capture the 'Revenue Impact' category where currently only Gemini lists Bagel AI at #9, presenting an opening to displace competitors like Gong and Amplitude.

Opportunity

Leverage existing high rankings in Claude and Gemini to create structured data that triggers AI Overviews for product intelligence queries.

Opportunity

Expand into 'B2B SaaS feature request consolidation' content to bridge the gap between startup automation and enterprise feedback management.

Technical Health

Site Health for AI Visibility

How well Bagel AI's website is optimized for AI agent discovery and comprehension.

96/100

21 passed 1 warnings

Audited 2/27/2026

Crawlability100

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO100

Titles, descriptions, headings

Content Quality87

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG100

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Warnings

2 render-blocking resource(s) detected

Consider deferring or async-loading non-critical scripts and stylesheets.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

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

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations 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

Source Intelligence

Citations

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

Best 5 AI Powered Prioritization Models For Product Roadmaps

https://agileseekers.com/blog/best-5-ai-powered-prioritization-models-for-product-roadmaps

Referenced in 2 queries

Review

AI Product Roadmap Tools Every PM Should Know

https://productschool.com/blog/artificial-intelligence/ai-product-roadmap

Referenced in 2 queries

Review

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

https://www.mindtheproduct.com/the-2026-ai-product-strategy-huide-how-to-plan-budget-and-build-without-buying-into-the-hype/

Referenced in 1 query

Review

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

https://www.airtable.com/articles/product-roadmaps

Referenced in 1 query

Review

Using AI for Product Roadmap Prioritization - Productboard

https://www.productboard.com/blog/using-ai-for-product-roadmap-prioritization/

Referenced in 2 queries

Review

Top 21 AI tools for product managers 2025: Ultimate guide

https://www.airtable.com/articles/best-ai-tools-for-product-managers

Referenced in 2 queries

Review

AI for Product Managers: Tools & Tips - Productboard

https://www.productboard.com/blog/ai-for-product-managers/

Referenced in 1 query

Review

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

https://www.eduinx.in/blog-repository/How-AI-Helps-Prioritize-Features-and-Roadmaps-in-Product-Management

Referenced in 1 query

Review

How Can AI Improve Roadmap Planning for Product Owners?

https://premieragile.com/ai-for-roadmap-planning-product-owners/

Referenced in 1 query

Review

Harnessing AI in Product Management To Build Better Products

https://www.digitalocean.com/resources/articles/ai-product-management

Referenced in 1 query

Review

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

https://rapidscale.net/resources/blog/ai-ml/whats-your-ai-strategy-for-2026-the-roadmap-to-future-proofing-ai-innovation

Referenced in 1 query

Review

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

https://beyondplm.com/2025/09/28/how-ai-will-shape-2026-plm-roadmaps-from-product-memory-to-edge-agents/

Referenced in 1 query

Review

Content Engineering

Goals & Content Ideas

Ideas to help AI agents better understand the business and be more likely to use Bagel AI's resources to help users.

Establish Enterprise Credibility with ROI-Focused Content

Address the critical 0% enterprise visibility gap by developing and promoting ROI-centric content that demonstrates revenue impact of product intelligence. This strategy involves creating whitepapers and supporting social content that links product decisions to measurable business outcomes, making Bagel AI discoverable when AI assistants answer enterprise-level product management queries.

The Hidden Revenue Leak: How Disconnected Feedback Costs B2B SaaS Companies $2M Annually

5 Metrics Every VP of Product Should Track to Prove Feature ROI to the C-Suite

From Gut Feeling to Revenue Certainty: A Framework for Evidence-Backed Product Decisions

Why 73% of Enterprise Product Teams Can't Connect Features to Revenue (And How to Fix It)

Case Study: How One Product Team Justified a $500K Feature Investment in 48 Hours

Dominate Feedback Automation Search Queries

Combat exclusion from AI Overviews on high-intent feedback consolidation queries where Canny and Productboard currently dominate. Implement structured data, FAQ schemas, and create targeted content optimized for 'Automating Feedback Consolidation' searches, supported by social campaigns that drive engagement signals AI systems recognize as authority markers.

The Complete Guide to Automating Customer Feedback Consolidation Across 10+ Tools

Manual vs. Automated Feedback Management: A Side-by-Side Comparison for Product Teams

7 Signs Your Feedback Process Is Costing You Your Best Feature Ideas

How AI-Native Feedback Consolidation Differs from Traditional Aggregation Tools

FAQ: Everything Product Managers Ask About Automating Feedback Collection

Win Over Sales Directors with Product-Revenue Content

Break out of the product-only silo by creating content specifically for Evidence-Seeking Sales Directors who need data to accelerate sales cycles. This addresses the 0% mention rate for this persona by demonstrating how product intelligence becomes a cross-functional revenue tool, positioning Bagel AI in AI responses about sales enablement and product-led growth.

How Product Intelligence Helps Sales Teams Close Deals 40% Faster

The Sales Director's Guide to Using Customer Feedback as Competitive Ammunition

3 Ways Product Data Answers Your Prospect's Toughest Objections

Why Your Sales Team Needs Access to Your Product Feedback Platform

Turning Feature Requests into Sales Conversations: A Tactical Playbook

Optimize ChatGPT Visibility for AI Roadmap Queries

Improve the current average position of 19.3 on ChatGPT for AI-Driven Roadmap queries to match the top-5 rankings achieved on Claude. Create and distribute content specifically optimized for how ChatGPT sources and ranks product roadmap intelligence, using social amplification to build the citation signals that improve AI recommendation positioning.

How AI Is Transforming Product Roadmap Prioritization in 2026

Building an Evidence-Backed Roadmap: The AI-Native Approach

5 AI-Driven Roadmap Mistakes That Kill Product Team Credibility

The Future of Roadmapping: Why AI-Native Beats AI-Assisted Every Time

From Chaos to Clarity: How AI Turns 1,000 Feedback Points into Your Next Roadmap

Content Engineering

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.

Impact: High

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.

Impact: High

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.

Impact: Medium

Target the 'AI-Driven Roadmap' query set for ChatGPT optimization where the brand currently lags at an average position of 19.3.

ChatGPT has the highest user base but the brand's current positioning is too deep in the results to drive meaningful traffic compared to Claude's top-5 rankings.

Impact: Medium

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