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

AI Perception

Summary

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

Agent Breakdown

AI Platforms

How often do different AI platforms reference Ritivel?

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Conversation Analysis

Topics

What conversations is Ritivel included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Ritivel to, and when?

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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

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

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

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

Compliance & Intelligence Retrieval(1 query)

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

0/4 platforms mentioned

ChatGPT

1.Elasticsearch

2.OpenSearch

3.Pinecone

4.Weaviate

5.Milvus

+38 more

Claude

1.Microsoft SharePoint

2.Office 365

3.Google Workspace

4.Google Drive

5.Google Docs

+9 more

Gemini

1.Adobe Acrobat Pro

2.AWS Textract

3.Tesseract

4.Veeva Vault

5.MasterControl

+13 more

AI Overviews

1.Adobe Acrobat

2.SharePoint

3.Google Drive

4.Synergis Software

5.MasterControl

+6 more

Selecting A Regulatory Platform (Trust & Reviews)(1 query)

“most trusted regulatory technology companies for biotech right now”

0/4 platforms mentioned

ChatGPT

1.Veeva Systems

2.Vault RIM

3.Vault Submissions

4.Vault QMS

5.Vault Safety

+26 more

Claude

1.Veeva Systems

2.Veeva Vault

3.Veeva Illuminate

4.MasterControl

5.Dassault Systèmes

+6 more

Gemini

1.Veeva Systems

2.Veeva Vault

3.Vault RIM

4.IQVIA

5.IQVIA RIM Smart

+20 more

AI Overviews

1.Veeva Systems

2.Veeva Vault

3.Veeva Vault RIM

4.QualityDocs

5.Medidata Solutions

+10 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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

Gap

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

Gap

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

Gap

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

Opportunity

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

Opportunity

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

Opportunity

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

Technical Health

Site Health for AI Visibility

How well Ritivel's website is optimized for AI agent discovery and comprehension.

94/100

19 passed 2 warnings

Audited 2/27/2026

Crawlability96

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO100

Titles, descriptions, headings

Content Quality87

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG87

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Warnings

3 render-blocking resource(s) detected

Consider deferring or async-loading non-critical scripts and stylesheets.

Missing Open Graph tags for social sharing

Add og:title, og:description, and og:image meta tags.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

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

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations 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

Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

The Best Automated Clinical Study Reports Tools of 2026

https://www.dip-ai.com/use-cases/en/the-best-automated-clinical-study-reports

Referenced in 1 query

Review

Automate Clinical Study Reports with AI | Clinion CSR

https://www.clinion.com/csr-automation/

Referenced in 1 query

Review

Medical Writing AI Technology | TrialAssure LINK AI

https://trialassure.com/software/linkai/

Referenced in 1 query

Review

AI Medical Writing for CSR

https://marketplace.microsoft.com/en-us/product/saas/alphalife_clinical_saas.create_csr_pilot?tab=overview

Referenced in 1 query

Review

The Role of AI in Transforming Medical Writing - MMS Holdings

https://mmsholdings.com/perspectives/ai-medical-writing/

Referenced in 1 query

Review

AI Medical Writing Software | Protocol & CSR Automation

https://alphalifesci.com/products/auroraprime-rma/medical-writing

Referenced in 1 query

Review

Automation of Clinical Study Reports | Medical Trials - Narrativa

https://www.narrativa.com/automation-of-clinical-study-reports/

Referenced in 1 query

Review

How Medical Writing and Regulatory Affairs Professionals ...

https://www.appliedclinicaltrialsonline.com/view/medical-writing-regulatory-affairs-professionals-embrace-deploy-generative-ai

Referenced in 1 query

Review

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

https://www.narrativa.com/natural-language-generation-for-life-sciences/

Referenced in 1 query

Review

Generative AI for Smarter Pharma Regulatory Medical Writing

https://www.linkedin.com/pulse/write-smarter-harder-generative-ai-pharma-regulatory-clinical-k2d1e

Referenced in 1 query

Pitch Story

cds-yes.com

http://cds-yes.com/

Referenced in 1 query

Review

Regulatory Document Management Systems Explained - Kivo

https://kivo.io/news/regulatory-document-management-systems

Referenced in 1 query

Review

Content Engineering

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.

Impact: High

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.

Impact: High

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.

Impact: Medium

Develop specific whitepapers targeting the 'Skeptical Lead Medical Writer' persona's workflow pain points.

This critical persona is currently seeing zero mentions of Ritivel, representing a total disconnect between the brand and its primary end-user.

Impact: Medium

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