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

Productboard

Visibility82

Vibe100

Businesses/Software/Productboard

AI Visibility & Sentiment

Productboard

Productboard is an AI-powered product management platform that helps product teams synthesize customer feedback, create product roadmaps, and make data-driven prioritization decisions. Trusted by over 6,000 leading product teams including Autodesk, Zoom, and Salesforce, they enable organizations to build products that truly matter to customers.

Active Monitoring

productboard.com

Software Startups

AI Visibility Score

82/100

Excellent

Sentiment Score

100/100

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 Productboard today.

Productboard has achieved an impressive level of brand authority in AI-driven discovery, securing the #1 position across all tested platforms for brand-specific 'vibe checks' and demonstrating near-total dominance on Google Gemini. The brand is the definitive recommendation for Scaling Product Operations, though it faces a critical challenge in maintaining consistent top-tier visibility within the rapidly evolving AI-powered product management category.

Value Proposition

AI-powered product management platform that combines customer feedback synthesis, strategic roadmapping, and intelligent prioritization to help product teams ship faster and build what customers actually need

Overview

Mission

To help companies make products that matter

Products & Services

Productboard Spark - AI platform for product managersProduct Roadmapping softwareCustomer Insights and Feedback ManagementStrategic Planning and Prioritization toolsProduct Portal for customer engagement

Current State

Visibility Landscape

A high-level view of how Productboard 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	81	78	86	86
Core Topics Product/service category queries	70	0	87	0
Growth Areas Adjacent, aspirational & visionary	92	84	93	76

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

Competitive Landscape

Slack

23 mentions

Jira

22 mentions

Zendesk

21 mentions

Aha!

20 mentions

Notion

19 mentions

Confluence

18 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Unmatched authority on Google Gemini with a 100% mention rate and a market-leading average position of 3.8.

Strength

Primary recommendation for the Technical Product Manager persona, achieving an 88% mention rate and high-ranking positions.

Strength

Clear winner in the 'Scaling Product Operations' category, frequently sweeping the #1 spot across ChatGPT, Claude, and Gemini simultaneously.

Recommended Actions

Optimize technical documentation for 'AI-powered feedback summarization' to improve ChatGPT and AI Overview rankings.

Productboard currently drops to position #11 for AI-tool-specific queries on ChatGPT; narrowing this gap is essential to capturing the high-intent PM audience.

Implement a 'Claude-specific' content strategy focusing on product strategy frameworks and B2B SaaS logic.

Claude's 75% mention rate suggests a data gap; providing more structured strategy frameworks will help capture the remaining 25% visibility.

Develop targeted 'Scaling Series B' content that explicitly mentions Slack and Zendesk integrations.

Since competitors like Slack and Zendesk are frequently mentioned, Productboard must position itself as the necessary strategic layer above these tools to win the Founder persona.

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

Scaling Product Operations And Strategy(2 queries)

“how do I scale product operations for a 200 person engineering team”

4/4 platforms mentioned

Aspirational

ChatGPT

1.Backstage

2.PagerDuty

3.Opsgenie

4.Jira

5.Confluence

6.Productboard

+36 more

Claude

1.Snowflake

2.BigQuery

3.Redshift

4.Amplitude

5.Mixpanel

13.Productboard

+11 more

Gemini

1.Productboard

2.Dragonboat

3.Jira

4.Aha!

5.Amplitude

+8 more

AI Overviews

1.Pendo

2.LeadDev

3.Jira

4.Productboard

5.Amplitude

+1 more

“help me build a product strategy framework for a b2b saas company”

1/3 platforms mentioned

Adjacent

Enterprise Product Operations Director · Director of Product Operations

Claude

1.Confluence

2.Aha!

3.Jira Product Discovery

4.Centercode

5.Pendo Feedback

+3 more

Gemini

1.Excel

2.Confluence

3.Aha!

4.Jira Product Discovery

5.Dragonboat

7.Productboard

+9 more

AI Overviews

1.PayPro Global

2.Amplitude

3.Cometly

4.Eppo

5.Datadog

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.

The Product Operating Model for Platform Engineering teams

platformengineering.org

Web1 ref

Product operations - Atlassian

atlassian.com

Web1 ref

Scaling a product organization isn't just about adding more ...

linkedin.com

Social1 ref

5 Tips on Scaling a Product Organization for Growth in 2022

dragonboat.io

Web1 ref

How to prove the impact of your product ops team - Pendo

pendo.io

Web1 ref

Scaling your Product Team: When and How to Start - UserVoice

uservoice.com

Web1 ref

Product Operations Framework

youtube.com

Video1 ref

Understanding the Four Pillars of Product Operations - Reforge

reforge.com

Web1 ref

5 Proven Ways to Scale Operations Without Hiring - Udemy Business

business.udemy.com

Web1 ref

8 principles for effectively scaling engineering teams - LeadDev

leaddev.com

Web1 ref

Scaling Your Product Management Team: From Lone Wolf to Pack

uservoice.com

Web1 ref

Scaling Your Team From 5 to 250 Engineers: A Complete Guide

dev.to

Web1 ref

What tools (if any) actually help automate customer feedback ...

reddit.com

Forum1 ref

Best AI Tools for Product Managers in 2026 by Use Case

bagel.ai

Web1 ref

Top 7 AI Tools That Read Customer Reviews for Actionable ...

appfollow.io

Web1 ref

Competitive Landscape

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

Productboard41 mentions

Slack23 mentions

Jira22 mentions

Zendesk21 mentions

Aha!20 mentions

Notion19 mentions

Confluence18 mentions

Amplitude18 mentions

Dovetail15 mentions

Pendo14 mentions

Zapier12 mentions

Brand Identity

Brand Voice & Style

How AI perceives Productboard's communication style and personality

Productboard communicates with confident expertise while remaining approachable and customer-focused. Their voice balances professional authority on product management topics with genuine enthusiasm for helping teams succeed. They use clear, action-oriented language that emphasizes outcomes and impact, often incorporating data points and customer testimonials to build credibility. The tone is modern and forward-thinking, particularly when discussing AI capabilities, while maintaining warmth through collaborative language like 'together' and 'we.'

Core Tone Traits

Expert & Authoritative

Demonstrates deep product management knowledge while educating the market on best practices

Customer-Centric

Consistently emphasizes user needs, customer feedback, and building products that matter

Action-Oriented

Uses clear, direct language focused on outcomes, efficiency, and shipping faster

Collaborative & Inclusive

Emphasizes teamwork, alignment, and bringing cross-functional teams together

Backing

Investors

Craft Ventures

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 28, 2026.

Explore Software

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.

AI Visibility Score

Productboard has an AI visibility score of 78/100, rated as good. This score reflects how often and how prominently Productboard appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

AI Perception Summary

Strengths

Unmatched authority on Google Gemini with a 100% mention rate and a market-leading average position of 3.8.
Primary recommendation for the Technical Product Manager persona, achieving an 88% mention rate and high-ranking positions.
Clear winner in the 'Scaling Product Operations' category, frequently sweeping the #1 spot across ChatGPT, Claude, and Gemini simultaneously.
Absolute brand clarity with 100% visibility and #1 rankings on all platforms when users ask specifically about the brand's value proposition.

Visibility Gaps

Inconsistent performance in the 'AI-Powered Product Management' category, where visibility drops as low as position #11 on ChatGPT.
25% visibility gap on Claude and AI Overviews, indicating a lack of indexed technical depth or structured data that these specific models prioritize.
Underperformance in feedback centralization queries on ChatGPT (position #11) compared to stronger rankings on Gemini and Claude.

Competitors in AI Recommendations

Slack: 23 mentions
Jira: 22 mentions
Zendesk: 21 mentions
Aha!: 20 mentions
Notion: 19 mentions
Confluence: 18 mentions
Amplitude: 18 mentions
Dovetail: 15 mentions
Pendo: 14 mentions
Zapier: 12 mentions
Mixpanel: 11 mentions
Gong: 11 mentions
Canny: 11 mentions
Salesforce: 11 mentions
Atlassian: 11 mentions

Categories: Software

Tags: Startups