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

Mon Ami

Visibility22

Vibe90

Businesses/Healthcare Technology/Mon Ami

AI Visibility & Sentiment

Mon Ami

Mon Ami is a modern data and case management platform built specifically for aging and disability service providers. The company partners with Area Agencies on Aging, State Units on Aging, and community-based organizations to streamline operations, automate reporting, and improve service delivery to older adults and people with disabilities.

Active Monitoring

monami.io

Healthcare Technology Startups

AI Visibility Score

22/100

Low

Sentiment Score

90/100

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Mon Ami today.

Mon Ami has successfully carved out a niche as a 'modern' alternative within Google's AI ecosystem, yet remains entirely invisible to the majority of users on ChatGPT and Claude. While the brand resonates strongly with program managers looking to escape legacy systems, it is currently failing to reach the executive-level decision-makers who control the budget.

Working in your favor

Significant traction on Gemini (44% mention rate) and AI Overviews (25%), where it ranks as a top-3 solution for modernizing legacy case management.

Strongest performance with the 'Legacy-Burdened Program Manager' persona, achieving a 30% visibility rate by appearing in queries for modernizing aging services databases.

High sentiment across all mentions, particularly for brand-specific searches where it holds the #1 position on Claude, Gemini, and AI Overviews.

Gaps to close

Total absence (0% mention rate) on ChatGPT and Claude, the two most-used platforms for professional software evaluation.

Zero visibility among 'Data-Driven Executive Directors,' suggesting a lack of content that speaks to ROI, high-level reporting, and enterprise-wide impact.

Complete failure to appear in queries regarding Medicaid billing automation and ADRC management, leaving these high-intent operational categories to WellSky and CaseWorthy.

Opportunities

Expand into the 'Senior Wellness' and 'Evidence-Based' query space where Gemini already shows some receptivity (#6 rank).

Challenge WellSky's dominance by positioning specifically against 'legacy burden' in technical evaluation forums and documentation.

Leverage the high brand-vibe-check performance to build more third-party citations that LLMs like Claude and ChatGPT can index.

Highest-Impact Actions

Execute an aggressive technical SEO and PR campaign targeting non-Google LLM training sets.

With 0% visibility on ChatGPT and Claude, Mon Ami is being excluded from the primary platforms used for executive research and technical evaluation.

Develop and publish data-centric case studies specifically optimized for 'Executive Director' personas.

The current 0% visibility with executives means Mon Ami is not even making the short-list for leadership-led software transitions.

Create deep-dive content around 'Medicaid Billing Automation' and 'ADRC Tracking'.

Mon Ami missed 100% of queries in these categories, which are the most critical operational pain points for community-based organizations.

Value Proposition

An all-in-one operating system designed specifically for aging and disability agencies that replaces rigid, unfriendly legacy databases with modern, automated tools for case management, client tracking, evidence-based programs, and reporting—making work 10x easier through thoughtful design and automation.

Overview

Mission

Supporting frontline workers in the caregiving crisis by building software specifically for aging and disability service providers.

Products & Services

Client database and case management systemEvidence-based programs and events managementInformation & Referrals (ADRC) trackingProvider management and billing portalOmbudsman program managementInsights and reporting dashboards

Current State

Visibility Landscape

A high-level view of how Mon Ami 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	70	97	97	97
“What do you know about Mon Ami? What do they do and what's their reputation?”	Yes	#1	#1	#1
Core4q Product/service category queries	0	0	87	75
“recommend some modern case management software for an area agency on aging that isn't clunky like the old legacy systems”	No	No	#3	#1
“help me find a tool for tracking information and referrals for an ADRC, specifically for disability services”	No	No	#5	No
“we need to upgrade our aging services database, what are the best user-friendly options for social workers and care managers specifically”	No	No	#3	#6
“what's the best way to manage evidence-based senior wellness programs and report on outcomes automatically, any software recommendations?”	No	No	#6	#1
Growth Areas2q Adjacent, aspirational & visionary	0	0	47	44
“how can my community based organization automate medicaid billing and provider management, what software should i look at”	No	No	No	No
“who are the most trusted healthcare technology companies for state units on aging right now”	No	No	#6	#7

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

Yes

“recommend some modern case management software for an area agency on aging that isn't clunky like the old legacy systems”

“help me find a tool for tracking information and referrals for an ADRC, specifically for disability services”

“we need to upgrade our aging services database, what are the best user-friendly options for social workers and care managers specifically”

“what's the best way to manage evidence-based senior wellness programs and report on outcomes automatically, any software recommendations?”

“how can my community based organization automate medicaid billing and provider management, what software should i look at”

“who are the most trusted healthcare technology companies for state units on aging right now”

Competitive Landscape

WellSky

37 mentions

CaseWorthy

30 mentions

NetSmart

19 mentions

Apricot

17 mentions

Social Solutions

17 mentions

Salesforce

11 mentions

Mon Ami

11 mentions

AlayaCare

10 mentions

WellSky Aging & Disability

10 mentions

PeerPlace

9 mentions

ServTracker

9 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Significant traction on Gemini (44% mention rate) and AI Overviews (25%), where it ranks as a top-3 solution for modernizing legacy case management.

Strength

Strongest performance with the 'Legacy-Burdened Program Manager' persona, achieving a 30% visibility rate by appearing in queries for modernizing aging services databases.

Strength

High sentiment across all mentions, particularly for brand-specific searches where it holds the #1 position on Claude, Gemini, and AI Overviews.

Recommended Actions

Execute an aggressive technical SEO and PR campaign targeting non-Google LLM training sets.

With 0% visibility on ChatGPT and Claude, Mon Ami is being excluded from the primary platforms used for executive research and technical evaluation.

Develop and publish data-centric case studies specifically optimized for 'Executive Director' personas.

The current 0% visibility with executives means Mon Ami is not even making the short-list for leadership-led software transitions.

Create deep-dive content around 'Medicaid Billing Automation' and 'ADRC Tracking'.

Mon Ami missed 100% of queries in these categories, which are the most critical operational pain points for community-based organizations.

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

Modernizing Legacy Case Management(2 queries)

“recommend some modern case management software for an area agency on aging that isn't clunky like the old legacy systems”

2/4 platforms mentioned

Core

ChatGPT

1.WellSky Community Care

2.WellSky CareManager

3.CaseWorthy

4.Apricot

5.Social Solutions

+9 more

Claude

1.Caregiver

2.Therap

3.Netsmart CarePort

4.CarePort Health

5.Optum CloudCare

+1 more

Gemini

1.Harmony

2.NAPIS

3.Mon Ami

4.CaseWorthy

5.Apricot

+5 more

AI Overviews

1.Mon Ami

2.WellSky Aging & Disability

3.CaseWorthy

4.ServTracker

5.Community CareLink

+3 more

“we need to upgrade our aging services database, what are the best user-friendly options for social workers and care managers specifically”

2/4 platforms mentioned

Core

Legacy-Burdened Program Manager · Program Manager

ChatGPT

1.CaseWorthy

2.CommunityOS

3.Apricot

4.Social Solutions

5.ClientTrack

+10 more

Claude

1.Careficient

2.Kythera

3.Therap

4.Essence

5.Optum

+2 more

Gemini

1.WellSky

2.Netsmart

3.Mon Ami

4.CareLync

5.Salesforce

+3 more

AI Overviews

1.CaseWorthy

2.CharityTracker

3.NewOrg

4.FieldWorker

5.Casebook

6.Mon Ami

+5 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.

Aging and Disability Case Management Software - WellSky

wellsky.com

Web1 ref

Senior Care Software - Senior Living Case Management

caseworthy.com

Web1 ref

Case Management Software - Mon Ami

monami.io

Web1 ref

Senior Services Case & Care Management Software - NewOrg

neworg.com

Web1 ref

AgingIS - Innovative Data Systems

indatsys.com

Web1 ref

What Is the Best Case Management Software for Nonprofits and ...

communitycarelink.com

Web1 ref

Best home care agency management software of February 2026

us.fitgap.com

Web1 ref

findhelp.org

Web1 ref

Information & Referral Software for 2-1-1s, ADRCs | Wellsky

wellsky.com

Web1 ref

ADRC Partners - Internal Data Dashboard Overview

oregon.gov

Gov1 ref

ADRC Operations Manual Equipment and Systems

dhs.wisconsin.gov

Gov1 ref

ADRC Monitoring Tool.docx

sps2019test-dhhs.ne.gov

Gov1 ref

5021 Purpose and Goals

pamms.dhs.ga.gov

Gov1 ref

Human Services Software with Referral Management (2026) - GetApp

getapp.com

Web1 ref

How Billing Software Supports Medicaid Reimbursement

pearsuite.com

Web1 ref

Brand Identity

Brand Voice & Style

How AI perceives Mon Ami's communication style and personality

Mon Ami communicates with warmth and genuine care for the aging and disability services community, balancing professional expertise with an approachable, human tone. The brand speaks as a knowledgeable partner who truly understands the daily challenges of frontline workers and administrators. Their voice is mission-driven and empathetic, acknowledging the critical importance of their clients' work while offering practical, modern solutions. They avoid jargon-heavy tech speak in favor of clear, accessible language that resonates with public sector professionals.

Core Tone Traits

Mission-Driven & Empathetic

Leads with genuine care for older adults and the people who serve them, acknowledging the caregiving crisis

Professional yet Approachable

Balances expertise in aging services with a friendly, accessible communication style

Practical & Solution-Oriented

Focuses on real-world benefits and tangible improvements to daily workflows

Partnership-Focused

Emphasizes collaboration and co-creation with agencies rather than top-down vendor relationships

Visual Identity

Primary

#006468

Secondary

#FDF8F0

Accent

#D4A853

Background

#FFFFFF

Foreground

#111111

Backing

Investors

Cowboy 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 Healthcare Technology

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.

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Frequently asked questions

Don't see your question? Book a demo and we'll walk you through it.

AI Visibility Score

Mon Ami has an AI visibility score of 22/100, rated as low. This score reflects how often and how prominently Mon Ami appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

AI Perception Summary

Strengths

Significant traction on Gemini (44% mention rate) and AI Overviews (25%), where it ranks as a top-3 solution for modernizing legacy case management.
Strongest performance with the 'Legacy-Burdened Program Manager' persona, achieving a 30% visibility rate by appearing in queries for modernizing aging services databases.
High sentiment across all mentions, particularly for brand-specific searches where it holds the #1 position on Claude, Gemini, and AI Overviews.

Visibility Gaps

Total absence (0% mention rate) on ChatGPT and Claude, the two most-used platforms for professional software evaluation.
Zero visibility among 'Data-Driven Executive Directors,' suggesting a lack of content that speaks to ROI, high-level reporting, and enterprise-wide impact.
Complete failure to appear in queries regarding Medicaid billing automation and ADRC management, leaving these high-intent operational categories to WellSky and CaseWorthy.

Competitors in AI Recommendations

WellSky: 37 mentions
CaseWorthy: 30 mentions
NetSmart: 19 mentions
Apricot: 17 mentions
Social Solutions: 17 mentions
Salesforce: 11 mentions
AlayaCare: 10 mentions
WellSky Aging & Disability: 10 mentions
PeerPlace: 9 mentions
ServTracker: 9 mentions
Unite Us: 8 mentions
MatrixCare: 8 mentions
Mulesoft: 8 mentions
Salesforce Nonprofit Cloud: 7 mentions
iCarol: 7 mentions

Categories: Healthcare Technology

Tags: Startups

Businesses/Healthcare Technology/Mon Ami

AI Visibility & Sentiment

Mon Ami

Active Monitoring

monami.io

Healthcare Technology Startups

AI Visibility Score

22/100

Low

Sentiment Score

90/100

Score by Priority

core

adjacent

aspirational

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Mon Ami today.

Working in your favor

Significant traction on Gemini (44% mention rate) and AI Overviews (25%), where it ranks as a top-3 solution for modernizing legacy case management.

Strongest performance with the 'Legacy-Burdened Program Manager' persona, achieving a 30% visibility rate by appearing in queries for modernizing aging services databases.

High sentiment across all mentions, particularly for brand-specific searches where it holds the #1 position on Claude, Gemini, and AI Overviews.

Gaps to close

Total absence (0% mention rate) on ChatGPT and Claude, the two most-used platforms for professional software evaluation.

Zero visibility among 'Data-Driven Executive Directors,' suggesting a lack of content that speaks to ROI, high-level reporting, and enterprise-wide impact.

Complete failure to appear in queries regarding Medicaid billing automation and ADRC management, leaving these high-intent operational categories to WellSky and CaseWorthy.

Opportunities

Expand into the 'Senior Wellness' and 'Evidence-Based' query space where Gemini already shows some receptivity (#6 rank).

Challenge WellSky's dominance by positioning specifically against 'legacy burden' in technical evaluation forums and documentation.

Leverage the high brand-vibe-check performance to build more third-party citations that LLMs like Claude and ChatGPT can index.

Highest-Impact Actions

Execute an aggressive technical SEO and PR campaign targeting non-Google LLM training sets.

With 0% visibility on ChatGPT and Claude, Mon Ami is being excluded from the primary platforms used for executive research and technical evaluation.

Develop and publish data-centric case studies specifically optimized for 'Executive Director' personas.

The current 0% visibility with executives means Mon Ami is not even making the short-list for leadership-led software transitions.

Create deep-dive content around 'Medicaid Billing Automation' and 'ADRC Tracking'.

Mon Ami missed 100% of queries in these categories, which are the most critical operational pain points for community-based organizations.

Value Proposition

Overview

Mission

Supporting frontline workers in the caregiving crisis by building software specifically for aging and disability service providers.

Products & Services

Current State

Visibility Landscape

A high-level view of how Mon Ami 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	70	97	97	97
“What do you know about Mon Ami? What do they do and what's their reputation?”	Yes	#1	#1	#1
Core4q Product/service category queries	0	0	87	75
“recommend some modern case management software for an area agency on aging that isn't clunky like the old legacy systems”	No	No	#3	#1
“help me find a tool for tracking information and referrals for an ADRC, specifically for disability services”	No	No	#5	No
“we need to upgrade our aging services database, what are the best user-friendly options for social workers and care managers specifically”	No	No	#3	#6
“what's the best way to manage evidence-based senior wellness programs and report on outcomes automatically, any software recommendations?”	No	No	#6	#1
Growth Areas2q Adjacent, aspirational & visionary	0	0	47	44
“how can my community based organization automate medicaid billing and provider management, what software should i look at”	No	No	No	No
“who are the most trusted healthcare technology companies for state units on aging right now”	No	No	#6	#7

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

Yes

“recommend some modern case management software for an area agency on aging that isn't clunky like the old legacy systems”

“help me find a tool for tracking information and referrals for an ADRC, specifically for disability services”

“we need to upgrade our aging services database, what are the best user-friendly options for social workers and care managers specifically”

“what's the best way to manage evidence-based senior wellness programs and report on outcomes automatically, any software recommendations?”

“how can my community based organization automate medicaid billing and provider management, what software should i look at”

“who are the most trusted healthcare technology companies for state units on aging right now”

Competitive Landscape

WellSky

37 mentions

CaseWorthy

30 mentions

NetSmart

19 mentions

Apricot

17 mentions

Social Solutions

17 mentions

Salesforce

11 mentions

Mon Ami

11 mentions

AlayaCare

10 mentions

WellSky Aging & Disability

10 mentions

PeerPlace

9 mentions

ServTracker

9 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Significant traction on Gemini (44% mention rate) and AI Overviews (25%), where it ranks as a top-3 solution for modernizing legacy case management.

Strength

Strongest performance with the 'Legacy-Burdened Program Manager' persona, achieving a 30% visibility rate by appearing in queries for modernizing aging services databases.

Strength

High sentiment across all mentions, particularly for brand-specific searches where it holds the #1 position on Claude, Gemini, and AI Overviews.

Recommended Actions

Execute an aggressive technical SEO and PR campaign targeting non-Google LLM training sets.

With 0% visibility on ChatGPT and Claude, Mon Ami is being excluded from the primary platforms used for executive research and technical evaluation.

Develop and publish data-centric case studies specifically optimized for 'Executive Director' personas.

The current 0% visibility with executives means Mon Ami is not even making the short-list for leadership-led software transitions.

Create deep-dive content around 'Medicaid Billing Automation' and 'ADRC Tracking'.

Mon Ami missed 100% of queries in these categories, which are the most critical operational pain points for community-based organizations.

Content Engineering

Content Ideas

Content designed to help AI agents learn about your category and recommend your brand.

Programmatic Testing

Sample Conversations

ChatGPT

Claude

Gemini

AI Overviews

Modernizing Legacy Case Management(2 queries)

“recommend some modern case management software for an area agency on aging that isn't clunky like the old legacy systems”

2/4 platforms mentioned

Core

ChatGPT

1.WellSky Community Care

2.WellSky CareManager

3.CaseWorthy

4.Apricot

5.Social Solutions

+9 more

Claude

1.Caregiver

2.Therap

3.Netsmart CarePort

4.CarePort Health

5.Optum CloudCare

+1 more

Gemini

1.Harmony

2.NAPIS

3.Mon Ami

4.CaseWorthy

5.Apricot

+5 more

AI Overviews

1.Mon Ami

2.WellSky Aging & Disability

3.CaseWorthy

4.ServTracker

5.Community CareLink

+3 more

“we need to upgrade our aging services database, what are the best user-friendly options for social workers and care managers specifically”

2/4 platforms mentioned

Core

Legacy-Burdened Program Manager · Program Manager

ChatGPT

1.CaseWorthy

2.CommunityOS

3.Apricot

4.Social Solutions

5.ClientTrack

+10 more

Claude

1.Careficient

2.Kythera

3.Therap

4.Essence

5.Optum

+2 more

Gemini

1.WellSky

2.Netsmart

3.Mon Ami

4.CareLync

5.Salesforce

+3 more

AI Overviews

1.CaseWorthy

2.CharityTracker

3.NewOrg

4.FieldWorker

5.Casebook

6.Mon Ami

+5 more

Source Intelligence

Citations

Aging and Disability Case Management Software - WellSky

wellsky.com

Web1 ref

Senior Care Software - Senior Living Case Management

caseworthy.com

Web1 ref

Case Management Software - Mon Ami

monami.io

Web1 ref

Senior Services Case & Care Management Software - NewOrg

neworg.com

Web1 ref

AgingIS - Innovative Data Systems

indatsys.com

Web1 ref

What Is the Best Case Management Software for Nonprofits and ...

communitycarelink.com

Web1 ref

Best home care agency management software of February 2026

us.fitgap.com

Web1 ref

findhelp.org

Web1 ref

Information & Referral Software for 2-1-1s, ADRCs | Wellsky

wellsky.com

Web1 ref

ADRC Partners - Internal Data Dashboard Overview

oregon.gov

Gov1 ref

ADRC Operations Manual Equipment and Systems

dhs.wisconsin.gov

Gov1 ref

ADRC Monitoring Tool.docx

sps2019test-dhhs.ne.gov

Gov1 ref

5021 Purpose and Goals

pamms.dhs.ga.gov

Gov1 ref

Human Services Software with Referral Management (2026) - GetApp

getapp.com

Web1 ref

How Billing Software Supports Medicaid Reimbursement

pearsuite.com

Web1 ref

Brand Identity

Brand Voice & Style

How AI perceives Mon Ami's communication style and personality

Core Tone Traits

Mission-Driven & Empathetic

Leads with genuine care for older adults and the people who serve them, acknowledging the caregiving crisis

Professional yet Approachable

Balances expertise in aging services with a friendly, accessible communication style

Practical & Solution-Oriented

Focuses on real-world benefits and tangible improvements to daily workflows

Partnership-Focused

Emphasizes collaboration and co-creation with agencies rather than top-down vendor relationships

Visual Identity

Primary

#006468

Secondary

#FDF8F0

Accent

#D4A853

Background

#FFFFFF

Foreground

#111111

Backing

Investors

Cowboy Ventures

Engineer content that makes AI agents recommend you

Data generated by Pendium.ai AI visibility scanning. Last scanned February 28, 2026.

Explore Healthcare Technology

Mon Ami

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Healthcare Technology

Start gettingrecommended by AI.

Frequently asked questions

Mon Ami

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Healthcare Technology

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.