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

Ritivel

Visibility6

Vibe70

Businesses/Healthcare Technology/Ritivel

AI Visibility & Sentiment

Ritivel

Ritivel is an AI-native regulatory platform for life sciences that automates regulatory document submissions for pharmaceutical, biotech, medtech, and CRO companies. The platform drafts clinical study reports, CTD modules, and other regulatory documents in minutes instead of weeks, with complete traceability and enterprise-grade security.

Active Monitoring

ritivel.com

Healthcare Technology YC25-26

AI Visibility Score

6/100

Invisible

Sentiment Score

70/100

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Ritivel today.

Ritivel remains a ghost in the broader AI-driven healthcare technology landscape, failing to appear in organic discovery for high-intent regulatory workflows where incumbents like Veeva and Yseop are the default recommendations. While the brand maintains a clear identity when searched for directly, it is completely absent from the zero-click environments of ChatGPT and Claude, leaving a massive vacuum for competitors to dominate the buyer journey.

Working in your favor

Maintains a 100% positive sentiment and top-tier ranking in direct brand-specific queries across ChatGPT and Claude

Early traction in AI Overviews for specific long-tail queries regarding CTD module drafting

Initial resonance with the IT Security & Compliance Architect persona, suggesting a strong technical foundation for AI citations

Gaps to close

Zero visibility in foundational category searches such as 'most trusted regulatory technology companies'

Total absence of the 'Skeptical Lead Medical Writer' and 'Enterprise Regulatory Strategist' personas across all platforms

Missing from the training data of major LLMs for general industry queries involving workflow automation and intelligence retrieval

Opportunities

Target the 'CTD module 2 and 5' automation niche where AI Overviews already show a glimmer of recognition

Leverage the high performance of Yseop and Veeva by creating comparison content that forces AI models to index Ritivel as a viable alternative

Expand technical documentation to appeal to the IT persona's specific compliance requirements to build on existing AI Overview visibility

Highest-Impact Actions

Deploy a technical SEO strategy focused on 'CTD module 2 and 5' drafting and clinical study report automation.

This is the only category query where the brand has shown an 8% mention rate in AI Overviews; amplifying this content will solidify your first beachhead.

Secure mentions and features in authoritative third-party life sciences and reg-tech publications.

Zero mentions in LLMs like Claude and Gemini indicate a lack of presence in their training corpora; high-authority external mentions are the primary lever for inclusion.

Create high-intent 'Ritivel vs. Veeva' and 'Ritivel vs. Yseop' head-to-head comparison pages.

Competitors are dominating the mention rate; appearing in comparison data helps LLMs identify Ritivel as a relevant peer in the regulatory technology category.

Value Proposition

Draft the most accurate regulatory submissions in minutes, not weeks, with 100% reproducible outputs, word-level traceability, and enterprise-grade security where data never leaves your infrastructure.

Overview

Mission

To accelerate life-saving therapies by automating regulatory workflows with AI you can actually trust.

Products & Services

Clinical Study Reports (CSR) AutomationCTD Module 2 & Module 5 AutomationRegulatory Search (FDA, EMA, ICH Guidelines)Tables, Listings, and Figures (TLF) GenerationEnterprise Internal Document Search

Current State

Visibility Landscape

A high-level view of how Ritivel 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	70	97
“What do you know about Ritivel? What do they do and what's their reputation?”	#1	#1	Yes	#1
Core5q Product/service category queries	0	0	0	32
“how can i speed up clinical study report writing, are there ai tools for this”	No	No	No	No
“how to build a searchable database of our company's old regulatory documents and fda guidelines”	No	No	No	No
“most trusted regulatory technology companies for biotech right now”	No	No	No	No
“help me find a faster way to draft CTD modules 2 and 5 for an fda submission”	—	No	No	#4
“best software for generating tables, listings, and figures for pharma filings”	—	No	No	No
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

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

Yes

“how can i speed up clinical study report writing, are there ai tools for this”

“how to build a searchable database of our company's old regulatory documents and fda guidelines”

“most trusted regulatory technology companies for biotech right now”

“help me find a faster way to draft CTD modules 2 and 5 for an fda submission”

—

“best software for generating tables, listings, and figures for pharma filings”

—

Competitive Landscape

Veeva Vault

16 mentions

MasterControl

12 mentions

Veeva Systems

9 mentions

Certara

9 mentions

IQVIA

8 mentions

Veeva

8 mentions

Yseop

7 mentions

Elasticsearch

6 mentions

Dassault Systèmes

6 mentions

Veeva Vault RIM

6 mentions

Ritivel

1 mention

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Maintains a 100% positive sentiment and top-tier ranking in direct brand-specific queries across ChatGPT and Claude

Strength

Early traction in AI Overviews for specific long-tail queries regarding CTD module drafting

Strength

Initial resonance with the IT Security & Compliance Architect persona, suggesting a strong technical foundation for AI citations

Recommended Actions

Deploy a technical SEO strategy focused on 'CTD module 2 and 5' drafting and clinical study report automation.

This is the only category query where the brand has shown an 8% mention rate in AI Overviews; amplifying this content will solidify your first beachhead.

Secure mentions and features in authoritative third-party life sciences and reg-tech publications.

Zero mentions in LLMs like Claude and Gemini indicate a lack of presence in their training corpora; high-authority external mentions are the primary lever for inclusion.

Create high-intent 'Ritivel vs. Veeva' and 'Ritivel vs. Yseop' head-to-head comparison pages.

Competitors are dominating the mention rate; appearing in comparison data helps LLMs identify Ritivel as a relevant peer in the regulatory technology category.

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

Regulatory Workflow Automation(3 queries)

“how can i speed up clinical study report writing, are there ai tools for this”

0/4 platforms mentioned

Core

ChatGPT

1.Veeva Vault

2.Box

3.SharePoint

4.Medidata Rave

5.Oracle InForm

+23 more

Claude

1.Elsevier

2.Scopus AI

3.Scite.ai

4.Meditext

5.IBM Watson for Health

+6 more

Gemini

1.Yseop

2.Certara (Author)

3.Indegene

4.ArisGlobal (LifeSphere)

5.GPT-4

+6 more

AI Overviews

1.Clinion

2.AuroraPrime

3.AlphaLife Sciences

4.Narrativa

5.Clinical Atlas

+2 more

“help me find a faster way to draft CTD modules 2 and 5 for an fda submission”

0/3 platforms mentioned

Core

The Enterprise Regulatory Strategist · VP of Global Regulatory Affairs

Claude

1.Veeva Vault RIM

2.MasterControl eCopy

3.Tufts Center for Study Design

4.Certara's RegulatoryDocs

Gemini

1.ArisGlobal

2.LifeSphere Authoring

3.Yseop

4.Yseop Copilot

5.Sanofi

+9 more

AI Overviews

1.Educo Life Sciences

2.Narrativa

3.Pinnacle 21

4.Veeva Vault

5.Lorenz docuBridge

+5 more

“best software for generating tables, listings, and figures for pharma filings”

0/3 platforms mentioned

Core

Claude

1.Veeva Vault RIM

2.MasterControl e-Submission

3.Pharmaverse

4.gt

5.gtsummary

+7 more

Gemini

1.SAS Viya

2.Life Sciences Analytics Framework (LSAF)

3.SAS LSAF

4.SAS

5.IDC

+24 more

AI Overviews

1.SAS

2.R

3.rtables

4.r2rtf

5.Python

+11 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.

The Best Automated Clinical Study Reports Tools of 2026

dip-ai.com

Ritivel

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

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

Ritivel

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

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.