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

Latent Health

Visibility18

Vibe100

Businesses/Healthcare Technology/Latent Health

AI Visibility & Sentiment

Latent Health

Latent Health is a clinical AI company that develops infrastructure to automate complex administrative workflows between medical diagnoses and patient treatment. Its platform utilizes a proprietary 'Clinical Reasoning Engine' to analyze Electronic Health Record data, significantly reducing manual paperwork for specialty drug and infusion therapy workflows.

Active Monitoring

latenthealth.com

Healthcare Technology

AI Visibility Score

18/100

Invisible

Sentiment Score

100/100

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Latent Health today.

Latent Health currently faces a critical invisibility crisis, as the brand fails to appear in the majority of high-intent searches for automated prior authorization and pharmacy appeals. While the brand holds a solid baseline of recognition when explicitly queried by name, it is almost entirely absent from the AI-driven consideration sets where healthcare leaders are actively evaluating competitive solutions.

Working in your favor

Brand recognition is high when explicitly queried, consistently ranking at the top of ChatGPT, Claude, and Gemini for direct 'vibe check' inquiries.

Achieved selective visibility within Gemini for specific queries related to pharmacy appeals and prior authorization software.

Gaps to close

Total absence from AI Overviews and major LLMs regarding industry-standard searches for 340B compliance and automated prior authorization workflows.

The brand is failing to reach the Strategic Health System CIO and clinical operations personas, who are defaulting to competitors like Cohere Health and Myndshft.

Missing from the 'best software' consideration sets, despite clear product alignment with pharmacy and authorization automation needs.

Opportunities

Capitalize on the clear path to visibility in Gemini to expand reach into the broader 'automated prior authorization' topic space.

Bridge the disconnect between brand name recognition and product category relevance by aligning technical content with the specific language used by Clinical Operations Managers.

Displace legacy incumbents by optimizing for the exact query strings currently driving traffic to competitors like Surescripts and Waystar.

Highest-Impact Actions

Develop and syndicate AI-optimized technical documentation focused on 'automated prior authorization' and 'pharmacy appeal workflows'.

The data shows high search volume for these topics, yet Latent Health is invisible; capturing this share is critical to moving from niche to primary vendor status.

Create content specifically tailored to the 'Clinical Operations Manager' and 'Medical Director' personas.

Competitors are currently owning these personas; tailored messaging will increase the likelihood of inclusion in AI-generated recommendations for these decision-makers.

Optimize digital assets for AI Overviews and search engines to specifically target the '340B compliance' search intent.

This is a key adjacent market where the brand is currently failing to signal presence, providing a high-potential area for immediate market share growth.

Value Proposition

Latent's proprietary 'Clinical Reasoning Engine' performs advanced 'knowledge work' by reasoning through unstructured clinical data to find the specific evidence required for payer approvals, moving beyond simple form-filling automation.

Overview

Mission

Building the intelligence infrastructure for healthcare delivery to ensure that treatment decisions translate into actual patient care.

Products & Services

Clinical Reasoning EngineLatent AssistantPrior Authorization AutomationAppeals & Denials Management340B Compliance Platform

Current State

Visibility Landscape

A high-level view of how Latent Health 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	97
Core4q Product/service category queries	0	0	50	0
Growth Areas1q Adjacent, aspirational & visionary	0	0	0	0

Competitive Landscape

Cohere Health20 mentions

Epic20 mentions

Myndshft15 mentions

CoverMyMeds15 mentions

Surescripts12 mentions

Cerner12 mentions

Plenful12 mentions

Waystar12 mentions

McKesson11 mentions

Bluesight (340BCheck)8 mentions

Latent Health2 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Brand recognition is high when explicitly queried, consistently ranking at the top of ChatGPT, Claude, and Gemini for direct 'vibe check' inquiries.

Strength

Achieved selective visibility within Gemini for specific queries related to pharmacy appeals and prior authorization software.

Gap

Total absence from AI Overviews and major LLMs regarding industry-standard searches for 340B compliance and automated prior authorization workflows.

Recommended Actions

Develop and syndicate AI-optimized technical documentation focused on 'automated prior authorization' and 'pharmacy appeal workflows'.

The data shows high search volume for these topics, yet Latent Health is invisible; capturing this share is critical to moving from niche to primary vendor status.

Create content specifically tailored to the 'Clinical Operations Manager' and 'Medical Director' personas.

Competitors are currently owning these personas; tailored messaging will increase the likelihood of inclusion in AI-generated recommendations for these decision-makers.

Optimize digital assets for AI Overviews and search engines to specifically target the '340B compliance' search intent.

This is a key adjacent market where the brand is currently failing to signal presence, providing a high-potential area for immediate market share growth.

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

Automating Prior Authorization And Appeals Workflows(3 queries)

“what tools can actually automate prior authorization for specialty drugs and stop all the manual form filling”

0/4 platforms mentioned

Core

ChatGPT

1.Surescripts

2.Availity

3.Cohere Health

4.Magellan Health (DecisionPoint)

5.Optum

+8 more

Claude

1.Myndshft

2.Surescripts (Touchless Prior Authorization)

3.CVS Caremark

4.Cohere Health

5.Availity AuthAI

+4 more

Gemini

1.Myndshft

2.MHAuthorizeRx

3.CoverMyMeds (RxLightning, FastAuth)

4.Plenful

5.Tandem

+3 more

AI Overviews

1.CoverMyMeds (RxLightning, FastAuth)

2.Surescripts

3.House Rx

4.Plenful

5.Mandolin

+4 more

“best software for managing hospital pharmacy appeals and denials that doesn't just digitize the paperwork but actually solves it”

0/4 platforms mentioned

Core

The Strategic Health System CIO · Chief Information Officer

ChatGPT

1.Waystar Denial + Appeal Management

2.Waystar

3.TriZetto

4.Cognizant

5.ClarixHealth Denial Management

+14 more

Claude

1.Waystar (Denial + Appeal Management)

2.Rivet

3.RevFind

4.Quadax

5.House Rx (Smart PA)

+2 more

Gemini

1.Penguin AI (Smart Appeals)

2.PayerWatch (Veracity AI Appeal Engine, Enterprise Revenue Risk Management)

3.Crosby Health

4.Aegis Health

5.PMMC (RecoveryAI)

+11 more

AI Overviews

1.PayerWatch Veracity

2.Epic

3.Cerner

4.MEDITECH

5.SmarterDx SmarterDenials

+7 more

“are there AI platforms that can read clinical notes to handle insurance approvals automatically”

0/3 platforms mentioned

Core

The Strategic Health System CIO · Chief Information Officer

ChatGPT

1.Anterior (Florence)

2.HealOS

3.Infinx (Patient Access Plus)

4.PMHScribe

5.EasyPA

+1 more

Claude

1.Infinx Healthcare (Patient Access Plus)

2.Consensus Clarity

3.ENTER Platform

4.SPRY Ally

Gemini

1.Availity (Availity AuthAI)

2.Cohere Health

3.CoverMyMeds

4.Datagrid

5.DigitalOwl

+4 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.

Touchless Prior Authorization

surescripts.com

Latent Health

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Engineer content that makes AI agents recommend you

Explore Healthcare Technology

Start gettingrecommended by AI.

Frequently asked questions

Latent Health

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

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.