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

Montra

Visibility0

Vibe75

Businesses/Information Technology/Montra

AI Visibility & Sentiment

Montra

Montra provides comprehensive IT management solutions designed to secure and streamline operations for modern, distributed workforces. Their platform integrates existing software to automate critical tasks like identity lifecycle management, device logistics, and cyber compliance.

Active Monitoring

montra.io

Information Technology

AI Visibility Score

0/100

Invisible

Sentiment Score

75/100

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Montra today.

Montra is currently absent from the AI-driven consideration sets of IT decision-makers, missing critical opportunities to influence buyers at the exact moment they seek infrastructure and compliance solutions. While the brand maintains a baseline presence in direct search, it has yet to secure the authority necessary to be suggested as a viable alternative to established incumbents like Okta or Jamf.

Value Proposition

Montra simplifies complex IT operations by integrating and automating fragmented workflows, ensuring security and efficiency for people, devices, and data everywhere.

Overview

Mission

To make IT more secure and efficient for the modern, distributed enterprise.

Products & Services

Identity Lifecycle ManagementDevice Logistics and ManagementSecurity MonitoringCyber Compliance AutomationField Rollout and Installation

Current State

Visibility Landscape

A high-level view of how Montra 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	0	0	0	0
Core Topics Product/service category queries	—	—	—	—
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

—

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

Okta

33 mentions

Microsoft Intune

23 mentions

Microsoft Entra ID

19 mentions

JumpCloud

19 mentions

Kandji

17 mentions

Jamf

17 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Successful brand recognition in direct identity queries where users explicitly ask about Montra’s capabilities and market positioning.

Gap

Complete lack of visibility in high-intent IT infrastructure and security stack modernization queries, where users are actively evaluating alternatives.

Gap

Failure to intercept buyers searching for automated cyber compliance solutions, a space currently dominated by competitors like Vanta and Drata.

Recommended Actions

Develop and syndicate technical deep-dive content focused on 'alternatives to Jamf and Intune'.

Users are actively using AI to source alternatives for these platforms, and Montra is failing to capture this high-intent traffic.

Optimize technical documentation for LLM ingestion regarding automated cyber compliance reporting.

Compliance-focused queries are a major driver of traffic for competitors; establishing Montra as an authority here is critical for visibility.

Execute an 'Infrastructure Modernization' content campaign targeted at the Startup CTO persona.

Directly answering how to build a secure remote IT stack will help train AI models to associate Montra with essential infrastructure decisions.

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

IT Infrastructure & Security Stack Modernization(3 queries)

“how do i manage security and device provisioning for a team that is fully distributed across different countries, what tools do i need”

0/4 platforms mentioned

Core

ChatGPT

1.Microsoft Entra ID

2.Azure AD

3.Okta

4.Google Cloud Identity

5.Microsoft Purview

+17 more

Claude

1.GroWrk

2.Microsoft Intune

3.Scalefusion

4.JumpCloud

5.Jamf

+8 more

Gemini

1.Microsoft Intune

2.Microsoft Endpoint Manager

3.Azure Active Directory

4.Microsoft 365

5.Windows Autopilot

+14 more

AI Overviews

1.WeWork

2.Rippling

3.Deel IT

4.Hofy

5.Apple Business Manager

+18 more

“what is the best way to automate identity lifecycle management when we are onboarding 50 new hires a month”

0/4 platforms mentioned

The Overwhelmed IT Operations Lead · IT Operations Lead

ChatGPT

1.Workday

2.BambooHR

3.SAP SuccessFactors

4.Okta

5.Azure AD

+20 more

Claude

1.Microsoft Entra

2.Active Directory

3.Microsoft Entra ID

4.Okta

5.ConductorOne

+2 more

Gemini

1.Okta

2.Microsoft Azure Active Directory

3.OneLogin

4.Workday

5.SAP SuccessFactors

AI Overviews

1.Lumos

2.Workday

3.BambooHR

4.Rippling

5.ConductorOne

+8 more

“help me build a secure IT stack for a remote company, what tools cover everything from device management to compliance automation”

0/3 platforms mentioned

The Overwhelmed IT Operations Lead · IT Operations Lead

Claude

1.Microsoft Intune

2.Microsoft Endpoint Manager

3.Microsoft 365

4.Omnissa Workspace ONE UEM

5.ManageEngine Endpoint Central

+10 more

Gemini

1.Microsoft Intune

2.Microsoft Endpoint Manager

3.Azure Active Directory

4.VMware Workspace ONE

5.Jamf Pro

+18 more

AI Overviews

1.Netwrix

2.Okta

3.Microsoft Entra ID

4.Azure AD

5.JumpCloud

+28 more

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.

Zero Trust Architecture

pages.nist.gov

Gov1 ref

Data Residency In The Ai Era New Capabilities To Manage Your Data

microsoft.com

Web1 ref

Identity Management Best Practices

learn.microsoft.com

Web1 ref

Create Conditional Access Intune

learn.microsoft.com

Web1 ref

Microsoft Purview Data Loss Prevention

microsoft.com

Web1 ref

Enroll Autopilot

learn.microsoft.com

Web1 ref

Web

support.apple.com

Web1 ref

Conditional Access

learn.microsoft.com

Web1 ref

How Microsoft Defender For Endpoint Is Redefining Endpoint Security

microsoft.com

Web1 ref

Whats New In Microsoft Defender Endpoint

learn.microsoft.com

Web1 ref

Zero Trust Network Access

zscaler.com

Web1 ref

Secure

paloaltonetworks.com

Web1 ref

The 10 Best Remote Device Management Platforms for 2026

siit.io

Web1 ref

Best Endpoint Management Tools Reviews 2026 | Gartner Peer Insights

gartner.com

Web1 ref

5 Best IoT Device Management Software Solutions in 2026

portainer.io

Web1 ref

Competitive Landscape

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

Okta33 mentions

Microsoft Intune23 mentions

Microsoft Entra ID19 mentions

JumpCloud19 mentions

Kandji17 mentions

Jamf17 mentions

Drata15 mentions

Vanta15 mentions

Scalefusion14 mentions

Jamf Pro13 mentions

Montra0 mentions

Brand Identity

Brand Voice & Style

How AI perceives Montra's communication style and personality

Montra communicates with a professional, authoritative, and solution-oriented tone. They position themselves as a knowledgeable partner that understands the complexities of modern IT, using clear, concise language to explain how they solve technical challenges for busy IT teams.

Core Tone Traits

Professional & Authoritative

Maintains a high level of expertise and credibility in IT management.

Solution-Oriented

Focuses on solving specific pain points like security and compliance.

Clear & Concise

Communicates complex technical concepts in an accessible, straightforward manner.

Reliable & Trustworthy

Projects stability and competence, essential for security-focused software.

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 March 10, 2026.