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

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Assembly

Visibility3

Vibe83

Businesses/Human Resources Technology/Assembly

AI Visibility & Sentiment

Assembly

Assembly is a B2B HR SaaS platform that helps organizations recognize, reward, and retain employees through peer-to-peer recognition, milestone celebrations, and culture-building tools. The platform integrates with Slack, Microsoft Teams, and other workplace tools to make employee appreciation seamless and measurable.

Active Monitoring

joinassembly.com

Human Resources Technology Startups

AI Visibility Score

3/100

Invisible

Sentiment Score

83/100

AI Perception

Summary

Assembly is currently a ghost in the AI discovery landscape, surrendering the employee engagement narrative almost entirely to incumbents like Slack and Bonusly. While the brand carries significant authority during direct brand 'vibe checks,' it is effectively invisible during the critical solution-seeking phase for over 93% of high-intent HR technology queries.

Value Proposition

The #1-rated employee recognition platform on G2 that drives 90%+ engagement from day one, combining peer-to-peer recognition, automated celebrations, rewards, and AI-powered culture insights in one easy-to-use platform.

Overview

Mission

To help organizations build cultures where employees feel seen, valued, and connected through meaningful recognition that drives engagement and retention.

Products & Services

Peer-to-peer employee recognition softwareEmployee rewards and gift card platformMilestone and anniversary celebration automationManager enablement and 1:1 toolsCulture analytics and AI insights (Dora AI)

Agent Breakdown

AI Platforms

How often do different AI platforms reference Assembly?

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Conversation Analysis

Topics

What conversations is Assembly included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Assembly 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

Improving Employee Retention And Engagement(3 queries)

“how to improve employee engagement in a remote team without spending a fortune”

0/4 platforms mentioned

ChatGPT

1.Notion

2.Loom

3.Vidyard

4.Slack

5.Microsoft Teams

+16 more

Claude

1.Slack

2.Discord

3.Udemy

4.LinkedIn Learning

5.Skribbl.io

+4 more

Gemini

1.Donut

2.Gartic Phone

3.Skribbl.io

4.Slido

5.Mentimeter

+13 more

AI Overviews

1.Rippling

2.Soteria HR

3.Slack

4.Lucidchart

5.Revaluate180

+4 more

“give me a plan to reduce employee turnover in a 200 person company, what specific tools should I use”

0/4 platforms mentioned

ChatGPT

1.Slack

2.Bonusly

3.Disco

4.BirthdayBot

5.Donut

+23 more

Claude

1.Typeform

2.Radford

3.PayScale

4.15Five

5.Slack

+6 more

Gemini

1.Slack

2.Bonusly

3.Lattice

4.Billy Birthday

5.Roots

+6 more

AI Overviews

1.Paychex

2.Robert Half

3.Betterworks

“fun ways to recognize employees on slack or teams so they actually feel appreciated”

0/4 platforms mentioned

ChatGPT

1.Slack

2.Teams

3.HeyTaco

4.UberEats

5.Blueboard

+15 more

Claude

1.Slack

2.Bonusly

3.G2

4.HeyTaco

5.Kudos

+1 more

Gemini

1.Slack

2.Bonusly

3.Nectar

4.G2

5.HeyTaco

+7 more

AI Overviews

1.Donut

2.HeyTaco

3.Bonusly

4.Asante Bot

5.Juno Benefits

+7 more

Automating HR Operations And Manager Enablement(1 query)

“best way to automate employee work anniversaries and birthdays so I don't forget them”

0/4 platforms mentioned

ChatGPT

1.Slack

2.Teams

3.HRIS

4.Google Sheet

5.Zapier

+26 more

Claude

1.BambooHR

2.Workday

3.ADP

4.Guidepoint

5.Outlook Calendar

+12 more

Gemini

1.Slack

2.Microsoft Teams

3.BirthdayBot

4.Donut

5.Billy Birthday

+12 more

AI Overviews

1.BirthdayBot

2.Achievers

3.CultureBot

4.Billy Birthday

5.BuddiesHR

+7 more

AI Powered Culture Analytics(1 query)

“how can I use AI to understand my company culture and employee feedback better”

0/4 platforms mentioned

ChatGPT

1.Qualtrics

2.Culture Amp

3.Glint

4.Officevibe

5.AWS

+27 more

Claude

1.Qualtrics XM

2.Culture Amp

3.Peakon

4.MonkeyLearn

5.Clarifai

+2 more

Gemini

1.Culture Amp

2.Workday Peakon Employee Voice

3.Microsoft Viva Glint

4.Erudit

5.Perceptyx

AI Overviews

1.GoEmpyrean.com

2.Happily.ai

3.Culture Amp

4.atwork.ai

Recognition Platform Trust & Category Evaluation(1 query)

“most trusted employee recognition platforms for mid-sized companies in 2026”

1/4 platforms mentioned

ChatGPT

1.Bonusly

2.Slack

3.Microsoft Teams

4.Workday

5.UKG

+14 more

Claude

1.Bonusly

2.Slack

3.Teams

4.Workday

5.15Five

+8 more

Gemini

1.Slack

2.Microsoft Teams

3.Awardco

4.Amazon Business

5.MemoryBooks

14.Assembly

+9 more

AI Overviews

1.GiftCard Partners

2.Kudos

3.WorkTango

4.Kazoo

5.Motivosity

+8 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

High brand recognition in direct inquiries, ranking #1 on Gemini and #2 on AI Overviews when specifically asked about the brand's identity.

Strength

Minimal but present visibility with the 'High-Growth Startup Founder' persona on Gemini and AI Overviews for category-specific trust queries.

Strength

Positive sentiment across all platforms when the brand is successfully mentioned, indicating a strong reputation that is simply not being surfaced.

Gap

Total absence in 'The Enterprise HR Digital Transformation Director' and 'Mid-Market People Ops Manager' personas, leaving the highest-value segments to Workday and Lattice.

Gap

Zero visibility on ChatGPT and Claude, two of the most influential platforms for professional software recommendations.

Gap

Complete failure to appear for functional, problem-solving queries related to 'remote team engagement' and 'automated work anniversaries,' where competitors like Donut and Bonusly dominate.

Opportunity

Unoccupied territory in 'AI-Powered Culture Analytics'—none of the 16 queries returned strong winners here, providing an opening for Assembly to claim this category.

Opportunity

Leveraging the existing positive sentiment on Gemini to push into higher rankings (currently stuck at #14) through more structured data and authoritative citations.

Opportunity

Bridging the gap between 'brand awareness' and 'solution discovery' by targeting the 'fun ways to recognize employees' query space where competitors are currently capturing all Slack/Teams integration traffic.

Technical Health

Site Health for AI Visibility

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

95/100

20 passed 2 warnings

Audited 3/2/2026

Crawlability100

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO93

Titles, descriptions, headings

Content Quality100

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG87

Open Graph, Twitter cards

AI Readability100

How well AI can parse your content

Warnings

2 render-blocking resource(s) detected

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

Page has 2 H1 tags. Best practice is one.

Use a single H1 for the main heading, and H2-H6 for subheadings.

Missing Open Graph tags for social sharing

Add og:title, og:description, and og:image meta tags.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

Brand Identity

Brand Voice & Style

How AI perceives Assembly's communication style and personality

Assembly communicates with an energetic yet professional tone that balances data-driven credibility with genuine warmth and approachability. The brand speaks directly to HR professionals' pain points while maintaining an optimistic, solutions-focused perspective. Content emphasizes ease of use, measurable results, and the human impact of recognition, using clear language that avoids jargon while still demonstrating expertise in the employee engagement space.

Core Tone Traits

Warm & People-Focused

Centers humans and relationships in all messaging, emphasizing how recognition makes people feel valued

Results-Driven & Credible

Backs claims with data, G2 rankings, and customer testimonials to build trust with HR decision-makers

Energetic & Optimistic

Uses upbeat language and celebrates wins, reflecting the positive culture the product helps create

Clear & Accessible

Explains complex HR concepts in straightforward terms, making the platform feel approachable and easy to adopt

Competitive Landscape

Related Ecosystem

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

Slack41 mentions

Bonusly41 mentions

Workday24 mentions

Lattice18 mentions

Donut17 mentions

Nectar17 mentions

Teams17 mentions

Culture Amp17 mentions

Workhuman16 mentions

BambooHR15 mentions

Assembly2 mentions

Source Intelligence

Citations

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

10 Employee Engagement Ideas for Remote Workers in 2026

https://www.sociabble.com/blog/employee-engagement/home-office-employee-engagement/

Referenced in 1 query

Review

Distance is no match for these remote team-building activities

https://slack.com/blog/collaboration/remote-team-building-activities

Referenced in 1 query

Review

35 Inexpensive Employee Engagement Ideas and Activities

https://revaluate180.com/blogs/inexpensive-employee-engagement-ideas

Referenced in 1 query

Review

Remote Team Building Ideas | Lucidchart Blog

https://www.lucidchart.com/blog/virtual-remote-team-building-games

Referenced in 1 query

Review

20 Non-Cheesy Five-Minute Virtual Team Building Activities (+ ...

https://www.deel.com/blog/non-cheesy-virtual-team-building-activities/

Referenced in 1 query

Review

12 Remote Team Engagement Ideas That Actually Work in 2025

https://soteriahr.com/remote-team-engagement-ideas/

Referenced in 1 query

Review

How to Engage Employees When Your Team Is Remote

https://online.hbs.edu/blog/post/how-to-engage-remote-employees

Referenced in 1 query

Review

The Ultimate How-To Guide for Remote Employee Engagement

https://chronus.com/blog/engaging-remote-workers

Referenced in 1 query

Review

How to Engage Remote Employees: 6 Ways to Get Virtual Teams ...

https://www.skillsoft.com/blog/how-to-engage-remote-employees-6-ways-to-get-virtual-teams-excited-about-work

Referenced in 1 query

Review

14 Creative Remote Employee Engagement Ideas

https://museumhack.com/remote-employee-engagement-ideas/

Referenced in 1 query

Review

11 Virtual Employee Engagement Ideas (No Group Games)

https://www.deel.com/blog/virtual-employee-engagement-ideas/

Referenced in 1 query

Review

13 Remote Employee Engagement Ideas for 2026 - AIHR

https://www.aihr.com/blog/remote-employee-engagement/

Referenced in 1 query

Review

Content Engineering

Recommended Actions

Develop a 'Remote Retention & Engagement' pillar page optimized for LLM extraction.

Assembly is missing 100% of queries regarding remote work engagement, a space where Slack and Bonusly are currently the default AI recommendations.

Impact: High

Implement Schema.org markup specifically for 'Product' and 'SoftwareApplication' to influence AI Overviews.

Assembly is currently buried at position #14 in category evaluations; structured data can help elevate this to a top-3 recommendation by clarifying feature sets for Google's Gemini-powered results.

Impact: High

Create comparison-based content targeting the 'Mid-Market People Ops' persona.

Assembly has 0% visibility with this persona, while competitors like Culture Amp and Nectar are being proactively recommended as trusted mid-market solutions.

Impact: Medium

Launch a targeted campaign to earn mentions in third-party 'Best HR Automation' listicles.

LLMs like ChatGPT and Claude rely on authoritative third-party mentions; the current 0% visibility on these platforms suggests a lack of presence in the training data's top-tier review sites.

Impact: Medium

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