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

Visibility20

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

20/100

Low

Sentiment Score

70/100

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 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.

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 reach level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation Brand recognition & direct queries	0	0	0	24
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

Veeva Vault

16 mentions

MasterControl

12 mentions

Veeva Systems

9 mentions

Certara

9 mentions

IQVIA

8 mentions

Veeva

8 mentions

Loading visibility matrix...

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

Web1 ref

Automate Clinical Study Reports with AI | Clinion CSR

clinion.com

Web1 ref

Medical Writing AI Technology | TrialAssure LINK AI

trialassure.com

Web1 ref

AI Medical Writing for CSR

marketplace.microsoft.com

Web1 ref

The Role of AI in Transforming Medical Writing - MMS Holdings

mmsholdings.com

Web1 ref

AI Medical Writing Software | Protocol & CSR Automation

alphalifesci.com

Web1 ref

Automation of Clinical Study Reports | Medical Trials - Narrativa

narrativa.com

Web1 ref

How Medical Writing and Regulatory Affairs Professionals ...

appliedclinicaltrialsonline.com

Web1 ref

Agentic AI for Life Sciences | Pharma, Biotech & Health - Narrativa

narrativa.com

Web1 ref

Generative AI for Smarter Pharma Regulatory Medical Writing

linkedin.com

Social1 ref

cds-yes.com

Web1 ref

Regulatory Document Management Systems Explained - Kivo

kivo.io

Web1 ref

Search for FDA Guidance Documents

fda.gov

Gov1 ref

FDA Document Control Software - MasterControl

mastercontrol.com

Web1 ref

Compliance and Regulatory Document Management System

synergissoftware.com

Web1 ref

Competitive Landscape

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

Veeva Vault16 mentions

MasterControl12 mentions

Veeva Systems9 mentions

Certara9 mentions

IQVIA8 mentions

Veeva8 mentions

Yseop7 mentions

Elasticsearch6 mentions

Dassault Systèmes6 mentions

Veeva Vault RIM6 mentions

Ritivel1 mention

Brand Identity

Brand Voice & Style

How AI perceives Ritivel's communication style and personality

Ritivel communicates with authoritative expertise in regulatory affairs while maintaining accessibility for busy professionals. The tone is confident and data-driven, backing claims with specific metrics and technical depth. There's an underlying urgency around accelerating life-saving therapies, balanced with reassurance about security and compliance. The voice is professional but not stuffy—it acknowledges real pain points like late-night FDA responses and weeks of manual drafting, speaking directly to the frustrations of regulatory teams.

Core Tone Traits

Authoritative & Expert

Deep domain knowledge in life sciences regulation, using precise terminology and citing specific guidelines

Data-Driven & Precise

Backs claims with specific metrics, percentages, and concrete outcomes rather than vague promises

Trustworthy & Compliance-Focused

Emphasizes security, traceability, and reproducibility—critical concerns for regulated industries

Mission-Oriented & Urgent

Conveys purpose around accelerating therapies to patients, creating urgency without being pushy

Backing

Investors

Y Combinator

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 27, 2026.