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.

Roadmap Pricing

Get a demo

Luminai

Visibility0

Vibe96

Businesses/Enterprise Software/Luminai

AI Visibility & Sentiment

Luminai

Luminai is an AI-driven workflow automation platform that enables enterprises to automate complex, manual tasks without the need for traditional API integrations. By simulating human actions across existing software, the platform converts multi-click Standard Operating Procedures into efficient, single-click automated workflows.

Active Monitoring

luminai.com

Enterprise Software Startups

AI Visibility Score

0/100

Invisible

Sentiment Score

96/100

Score by Priority

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

visionary

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Luminai today.

Luminai is currently suffering from a disconnect between high brand recognition in direct searches and a total lack of presence in the decision-making ecosystem for enterprise software. While AI models can identify who you are, you are completely absent from the critical search results where your competitors—such as UiPath and Automation Anywhere—are actively capturing market share from prospects seeking automation alternatives and healthcare revenue cycle solutions.

Working in your favor

High brand awareness within LLMs when queried directly about your identity

Consistent, positive association with your brand name in AI knowledge bases

Gaps to close

Total absence in 'best alternative' category searches against competitors like UiPath

Failure to intercept buyer intent in specialized sectors like healthcare revenue cycle optimization

Lack of visibility for IT Infrastructure Managers and CDOs looking for enterprise workflow solutions

Opportunities

Optimization of technical documentation and content to align with 'RPA alternative' search intent

Creation of educational content targeting legacy system modernization to capture enterprise decision-makers

Strategic placement of case studies that highlight performance against incumbents like UiPath and Workato

Highest-Impact Actions

Develop and index high-authority 'Competitor vs. Luminai' comparison landing pages.

You are losing high-intent prospects who are actively asking AI for alternatives to your main competitors; you must be part of that discovery process.

Produce content specifically mapping Luminai's capabilities to 'healthcare revenue cycle' pain points.

The data shows high competition in the healthcare space; to gain traction, your brand must be associated with the specific operational outcomes those buyers are searching for.

Optimize technical collateral for 'legacy system' integration queries.

Enterprise buyers are struggling with system readiness; establishing Luminai as a trusted authority on modernizing legacy infrastructure will capture a critical segment of the decision-making funnel.

Value Proposition

The Zero-API Automation Layer allows for rapid implementation of automation by reading SOPs and executing tasks via UI simulation, eliminating the fragility and engineering requirements of traditional RPA while ensuring data security.

Overview

Mission

To turn hard work into smart work by building an operating system where humans and AI work as one, specifically by revolutionizing internal workflow automation in healthcare and enterprise operations.

Products & Services

Luminai Automation PlatformLuminai Healthcare RCM SuiteLuminaiCX (Customer Experience)Clinical Ops AutomationSOP-to-Workflow Converter

Current State

Visibility Landscape

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

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Brand recognition & direct queries	97	97	97	—
“What do you know about Luminai? What do they do and what's their reputation?”	#1	#1	#1	—
Core6q Product/service category queries	0	0	0	—
“what are the best alternatives to uipath that dont require massive engineering teams to manage?”	No	No	No	—
“can you recommend an automation tool that can actually read my sop documents and turn them into workflows?”	No	No	No	—
“what software should we use to automate repetitive tasks in our clinic that connect to our existing emr?”	No	No	No	—
“what are the top platforms for managing healthcare revenue cycle automation to reduce claim denials?”	No	No	No	—
“what should i look for when vetting an enterprise ai automation provider for a highly regulated industry?”	No	No	No	—
“how do i compare enterprise workflow software when deciding between full api integration vs ui simulation?”	No	No	No	—
Growth Areas3q Adjacent, aspirational & visionary	0	0	0	—
“i need to improve our customer support response times, what ai tools should i look at for enterprise support ops?”	No	No	No	—
“what are some trusted ai platforms for automating admin work in finance departments?”	No	No	No	—
“how can our company identify if our legacy systems are ready for ai-driven process automation?”	No	No	No	—

“What do you know about Luminai? What do they do and what's their reputation?”

—

“what are the best alternatives to uipath that dont require massive engineering teams to manage?”

—

“can you recommend an automation tool that can actually read my sop documents and turn them into workflows?”

—

“what software should we use to automate repetitive tasks in our clinic that connect to our existing emr?”

—

“what are the top platforms for managing healthcare revenue cycle automation to reduce claim denials?”

—

“what should i look for when vetting an enterprise ai automation provider for a highly regulated industry?”

—

“how do i compare enterprise workflow software when deciding between full api integration vs ui simulation?”

—

“i need to improve our customer support response times, what ai tools should i look at for enterprise support ops?”

—

“what are some trusted ai platforms for automating admin work in finance departments?”

—

“how can our company identify if our legacy systems are ready for ai-driven process automation?”

—

Competitive Landscape

UiPath

52 mentions

Automation Anywhere

34 mentions

Epic

25 mentions

Workato

22 mentions

Cerner

21 mentions

Blue Prism

17 mentions

Waystar

15 mentions

Meditech

13 mentions

MuleSoft

13 mentions

Zapier

12 mentions

Luminai

0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High brand awareness within LLMs when queried directly about your identity

Strength

Consistent, positive association with your brand name in AI knowledge bases

Gap

Total absence in 'best alternative' category searches against competitors like UiPath

Recommended Actions

Develop and index high-authority 'Competitor vs. Luminai' comparison landing pages.

You are losing high-intent prospects who are actively asking AI for alternatives to your main competitors; you must be part of that discovery process.

Produce content specifically mapping Luminai's capabilities to 'healthcare revenue cycle' pain points.

The data shows high competition in the healthcare space; to gain traction, your brand must be associated with the specific operational outcomes those buyers are searching for.

Optimize technical collateral for 'legacy system' integration queries.

Enterprise buyers are struggling with system readiness; establishing Luminai as a trusted authority on modernizing legacy infrastructure will capture a critical segment of the decision-making funnel.

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

Enterprise Workflow Automation & RPA Selection(3 queries)

“what are the best alternatives to uipath that dont require massive engineering teams to manage?”

0/3 platforms mentioned

Core

ChatGPT

1.UiPath

2.Zapier

3.Automation Anywhere

4.Zoho (Zoho RPA)

5.Make

+6 more

Claude

1.UiPath

2.Automation Anywhere

3.Zapier

4.Make

5.Integromat

+5 more

Gemini

1.UiPath

2.Zapier (AI Copilot)

3.Make (Integromat)

4.Activepieces

5.Microsoft Power Automate (Power Automate Desktop, Cloud Flows)

+3 more

“can you recommend an automation tool that can actually read my sop documents and turn them into workflows?”

0/3 platforms mentioned

Core

ChatGPT

1.UiPath Autopilot

2.Zapier (AI Copilot)

3.Asana

4.HubSpot

5.Notion

+2 more

Claude

1.Tango

2.Zapier

3.Make (Integromat)

4.Bardeen AI

5.Notion (Notion AI)

+3 more

Gemini

1.Process Street (Cora AI)

2.Slack

3.Salesforce

4.DocuSign

5.Tallyfy

+3 more

“what software should we use to automate repetitive tasks in our clinic that connect to our existing emr?”

0/3 platforms mentioned

Core

ChatGPT

1.Epic

2.Cerner

3.Oracle Health

4.athenahealth

5.eClinicalWorks

+15 more

Claude

1.UiPath

2.Automation Anywhere

3.Relatient

4.Epic

5.Athenahealth

+14 more

Gemini

1.Keragon

2.Athenahealth

3.DrChrono

4.Elation

5.Redox

+7 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.

Microsoft Power Automate Vs Uipath Vs Zapier Comparison

emerline.com

Web1 ref

Microsoft Power Automate Vs Uipath Platform

peerspot.com

Web1 ref

Power Automate Vs Uipath

flexmind.co

Web1 ref

1ils4kt

reddit.com

Forum1 ref

Top 11 Uipath Alternatives

multimodal.dev

Web1 ref

Best Rpa Tool For Small Business

decasoftsolutions.com

Web1 ref

Automation Anywhere Pushing Agents Too Hard

reddit.com

Forum1 ref

Make %28platform%29

en.wikipedia.org

Wiki1 ref

Uipath Alternatives Key Limitations Top Competitors For 2025

workdone.ai

Web1 ref

Uipath Reviews Pricing Alternatives

skyvern.com

Web1 ref

No Code Automation Platforms

lovable.dev

Web1 ref

Make Vs Zapier Vs Power Automate

prosperspark.com

Web1 ref

126144681

cio.economictimes.indiatimes.com

Web1 ref

Automation Software

lindy.ai

Web1 ref

State Of Automation 2022.Pdf

blueprintsys.com

Web1 ref

Brand Identity

Brand Voice & Style

How AI perceives Luminai's communication style and personality

Luminai communicates with a bold, authoritative, and mission-driven tone that positions the brand as a disruptor of broken healthcare systems. It is direct and analytical, cutting through industry jargon to address the 'operational chaos' of health systems with a focus on tangible, proven results. The voice is confident, pragmatic, and slightly provocative, challenging the status quo of traditional healthcare IT while maintaining a high degree of professional trust and technical expertise.

Core Tone Traits

Authoritative & Expert

Positions the brand as a knowledgeable leader in AI-native healthcare operations.

Direct & Pragmatic

Focuses on solving real problems rather than selling abstract concepts.

Bold & Disruptive

Willing to challenge industry norms and call out systemic inefficiencies.

Data-Driven

Uses specific metrics like ROI and time-to-value to build credibility.

Visual Identity

Primary

#0055FF

Secondary

#FFFFFF

Accent

#000000

Background

#FFFFFF

Foreground

#111111

Backing

Investors

Weekend Fund

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 20, 2026.

Explore Enterprise Software

View all

Atlassian Corporation

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.

Businesses/Enterprise Software/Luminai

AI Visibility & Sentiment

Luminai

Active Monitoring

luminai.com

Enterprise Software Startups

AI Visibility Score

0/100

Invisible

Sentiment Score

96/100

Score by Priority

core

adjacent

aspirational

visionary

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Luminai today.

Working in your favor

High brand awareness within LLMs when queried directly about your identity

Consistent, positive association with your brand name in AI knowledge bases

Gaps to close

Total absence in 'best alternative' category searches against competitors like UiPath

Failure to intercept buyer intent in specialized sectors like healthcare revenue cycle optimization

Lack of visibility for IT Infrastructure Managers and CDOs looking for enterprise workflow solutions

Opportunities

Optimization of technical documentation and content to align with 'RPA alternative' search intent

Creation of educational content targeting legacy system modernization to capture enterprise decision-makers

Strategic placement of case studies that highlight performance against incumbents like UiPath and Workato

Highest-Impact Actions

Develop and index high-authority 'Competitor vs. Luminai' comparison landing pages.

You are losing high-intent prospects who are actively asking AI for alternatives to your main competitors; you must be part of that discovery process.

Produce content specifically mapping Luminai's capabilities to 'healthcare revenue cycle' pain points.

The data shows high competition in the healthcare space; to gain traction, your brand must be associated with the specific operational outcomes those buyers are searching for.

Optimize technical collateral for 'legacy system' integration queries.

Enterprise buyers are struggling with system readiness; establishing Luminai as a trusted authority on modernizing legacy infrastructure will capture a critical segment of the decision-making funnel.

Value Proposition

Overview

Mission

Products & Services

Luminai Automation PlatformLuminai Healthcare RCM SuiteLuminaiCX (Customer Experience)Clinical Ops AutomationSOP-to-Workflow Converter

Current State

Visibility Landscape

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

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Brand recognition & direct queries	97	97	97	—
“What do you know about Luminai? What do they do and what's their reputation?”	#1	#1	#1	—
Core6q Product/service category queries	0	0	0	—
“what are the best alternatives to uipath that dont require massive engineering teams to manage?”	No	No	No	—
“can you recommend an automation tool that can actually read my sop documents and turn them into workflows?”	No	No	No	—
“what software should we use to automate repetitive tasks in our clinic that connect to our existing emr?”	No	No	No	—
“what are the top platforms for managing healthcare revenue cycle automation to reduce claim denials?”	No	No	No	—
“what should i look for when vetting an enterprise ai automation provider for a highly regulated industry?”	No	No	No	—
“how do i compare enterprise workflow software when deciding between full api integration vs ui simulation?”	No	No	No	—
Growth Areas3q Adjacent, aspirational & visionary	0	0	0	—
“i need to improve our customer support response times, what ai tools should i look at for enterprise support ops?”	No	No	No	—
“what are some trusted ai platforms for automating admin work in finance departments?”	No	No	No	—
“how can our company identify if our legacy systems are ready for ai-driven process automation?”	No	No	No	—

“What do you know about Luminai? What do they do and what's their reputation?”

—

“what are the best alternatives to uipath that dont require massive engineering teams to manage?”

—

“can you recommend an automation tool that can actually read my sop documents and turn them into workflows?”

—

“what software should we use to automate repetitive tasks in our clinic that connect to our existing emr?”

—

“what are the top platforms for managing healthcare revenue cycle automation to reduce claim denials?”

—

“what should i look for when vetting an enterprise ai automation provider for a highly regulated industry?”

—

“how do i compare enterprise workflow software when deciding between full api integration vs ui simulation?”

—

“i need to improve our customer support response times, what ai tools should i look at for enterprise support ops?”

—

“what are some trusted ai platforms for automating admin work in finance departments?”

—

“how can our company identify if our legacy systems are ready for ai-driven process automation?”

—

Competitive Landscape

UiPath

52 mentions

Automation Anywhere

34 mentions

Epic

25 mentions

Workato

22 mentions

Cerner

21 mentions

Blue Prism

17 mentions

Waystar

15 mentions

Meditech

13 mentions

MuleSoft

13 mentions

Zapier

12 mentions

Luminai

0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High brand awareness within LLMs when queried directly about your identity

Strength

Consistent, positive association with your brand name in AI knowledge bases

Gap

Total absence in 'best alternative' category searches against competitors like UiPath

Recommended Actions

Develop and index high-authority 'Competitor vs. Luminai' comparison landing pages.

You are losing high-intent prospects who are actively asking AI for alternatives to your main competitors; you must be part of that discovery process.

Produce content specifically mapping Luminai's capabilities to 'healthcare revenue cycle' pain points.

The data shows high competition in the healthcare space; to gain traction, your brand must be associated with the specific operational outcomes those buyers are searching for.

Optimize technical collateral for 'legacy system' integration queries.

Enterprise buyers are struggling with system readiness; establishing Luminai as a trusted authority on modernizing legacy infrastructure will capture a critical segment of the decision-making funnel.

Programmatic Testing

Sample Conversations

ChatGPT

Claude

Gemini

AI Overviews

Enterprise Workflow Automation & RPA Selection(3 queries)

“what are the best alternatives to uipath that dont require massive engineering teams to manage?”

0/3 platforms mentioned

Core

ChatGPT

1.UiPath

2.Zapier

3.Automation Anywhere

4.Zoho (Zoho RPA)

5.Make

+6 more

Claude

1.UiPath

2.Automation Anywhere

3.Zapier

4.Make

5.Integromat

+5 more

Gemini

1.UiPath

2.Zapier (AI Copilot)

3.Make (Integromat)

4.Activepieces

5.Microsoft Power Automate (Power Automate Desktop, Cloud Flows)

+3 more

“can you recommend an automation tool that can actually read my sop documents and turn them into workflows?”

0/3 platforms mentioned

Core

ChatGPT

1.UiPath Autopilot

2.Zapier (AI Copilot)

3.Asana

4.HubSpot

5.Notion

+2 more

Claude

1.Tango

2.Zapier

3.Make (Integromat)

4.Bardeen AI

5.Notion (Notion AI)

+3 more

Gemini

1.Process Street (Cora AI)

2.Slack

3.Salesforce

4.DocuSign

5.Tallyfy

+3 more

“what software should we use to automate repetitive tasks in our clinic that connect to our existing emr?”

0/3 platforms mentioned

Core

ChatGPT

1.Epic

2.Cerner

3.Oracle Health

4.athenahealth

5.eClinicalWorks

+15 more

Claude

1.UiPath

2.Automation Anywhere

3.Relatient

4.Epic

5.Athenahealth

+14 more

Gemini

1.Keragon

2.Athenahealth

3.DrChrono

4.Elation

5.Redox

+7 more

Source Intelligence

Citations

Microsoft Power Automate Vs Uipath Vs Zapier Comparison

emerline.com

Web1 ref

Microsoft Power Automate Vs Uipath Platform

peerspot.com

Web1 ref

Power Automate Vs Uipath

flexmind.co

Web1 ref

1ils4kt

reddit.com

Forum1 ref

Top 11 Uipath Alternatives

multimodal.dev

Web1 ref

Best Rpa Tool For Small Business

decasoftsolutions.com

Web1 ref

Automation Anywhere Pushing Agents Too Hard

reddit.com

Forum1 ref

Make %28platform%29

en.wikipedia.org

Wiki1 ref

Uipath Alternatives Key Limitations Top Competitors For 2025

workdone.ai

Web1 ref

Uipath Reviews Pricing Alternatives

skyvern.com

Web1 ref

No Code Automation Platforms

lovable.dev

Web1 ref

Make Vs Zapier Vs Power Automate

prosperspark.com

Web1 ref

126144681

cio.economictimes.indiatimes.com

Web1 ref

Automation Software

lindy.ai

Web1 ref

State Of Automation 2022.Pdf

blueprintsys.com

Web1 ref

Brand Identity

Brand Voice & Style

How AI perceives Luminai's communication style and personality

Core Tone Traits

Authoritative & Expert

Positions the brand as a knowledgeable leader in AI-native healthcare operations.

Direct & Pragmatic

Focuses on solving real problems rather than selling abstract concepts.

Bold & Disruptive

Willing to challenge industry norms and call out systemic inefficiencies.

Data-Driven

Uses specific metrics like ROI and time-to-value to build credibility.

Visual Identity

Primary

#0055FF

Secondary

#FFFFFF

Accent

#000000

Background

#FFFFFF

Foreground

#111111

Backing

Investors

Weekend Fund

Engineer content that makes AI agents recommend you

Data generated by Pendium.ai AI visibility scanning. Last scanned March 20, 2026.

Explore Enterprise Software

View all

Atlassian Corporation

Luminai

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Enterprise Software

Start gettingrecommended by AI.

Frequently asked questions

Luminai

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Enterprise Software

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.