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

Rhizome AI

Visibility43

Vibe91

Businesses/Healthcare Technology/Rhizome AI

AI Visibility & Sentiment

Rhizome AI

Rhizome AI is a regulatory intelligence platform that enables pharmaceutical and biotech professionals to instantly answer complex FDA and regulatory questions by referencing thousands of authoritative documents without hallucinations. The AI-powered tool provides comprehensive, citation-backed research across 30 regulatory and clinical datasets from 6 global markets.

Active Monitoring

rhizomeai.com

Healthcare Technology YC25-26

AI Visibility Score

43/100

Moderate

Sentiment Score

91/100

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

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Rhizome AI today.

Rhizome AI has achieved elite-level authority within Claude and Gemini, frequently securing the #1 position for regulatory research, yet it remains a complete ghost in Google AI Overviews. While the brand dominates the enterprise regulatory strategist persona, it is suffering from a total visibility blackout among lean biotech R&D directors and within the ChatGPT ecosystem.

Value Proposition

Hallucination-free AI research that cites up to 1,000 documents from trusted regulatory databases, enabling regulatory professionals to get accurate answers in minutes instead of weeks of manual research

Overview

Mission

To ensure regulatory professionals always have accurate, trustworthy answers to their FDA and regulatory questions

Products & Services

AI-powered regulatory question answeringFDA document search and analysisEMA regulatory database accessClinical trial guidance researchMulti-market regulatory intelligence

Current State

Visibility Landscape

A high-level view of how Rhizome AI 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	10	58	68	0
Core Topics Product/service category queries	0	0	0	0
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

Citeline

12 mentions

RegDesk

10 mentions

Cortellis

9 mentions

Clarivate

8 mentions

AgencyIQ

7 mentions

Weaviate

6 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Exceptional performance on Gemini and Claude with average positions of 1.5 and 2.2 respectively.

Strength

High authority in 'Accelerated Regulatory Research' queries, specifically for FDA guidance and document summarization.

Strength

Strong resonance with the Enterprise Regulatory Strategist persona, achieving a 60% mention rate.

Recommended Actions

Address the ChatGPT visibility gap by optimizing technical documentation and case studies for LLM indexing.

An average position of 17.0 on ChatGPT indicates that while the model knows of the brand, it does not view it as a primary authority compared to competitors like Citeline.

Develop content specifically targeting 'Clinical Trial Strategy' and 'Endpoint Analysis' keywords.

Rhizome is currently invisible in these high-intent query groups, allowing competitors to claim the 'intelligence' narrative in the clinical space.

Implement a structured data strategy to trigger Google AI Overviews for 'FDA guidance search' queries.

Rhizome has 0% visibility in AI Overviews despite being a top-ranked tool in Gemini, suggesting a disconnect in how Google's search-based AI indexes the brand's core value proposition.

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

Accelerated Regulatory Research(2 queries)

“best way to search fda guidance for cmc changes for biologics without doing it all manually”

0/4 platforms mentioned

Core

ChatGPT

1.Google Alerts

2.Google Custom Search

3.Bing Search API

4.Google Programmable Search Engine

5.Bing Web Search API

+20 more

Claude

1.RegDox

2.Compliance.ai

3.Veeva Vault

4.Benchling

5.RAPS

+1 more

Gemini

1.Cortellis Regulatory Intelligence

2.Clarivate

3.Veeva Vault Regulatory Information Management

4.Veeva

5.AgencyIQ

+8 more

AI Overviews

No brands listed

“help me find a tool that can summarize thousands of fda transcripts without making stuff up”

2/3 platforms mentioned

Core

The Enterprise Regulatory Strategist · SVP of Regulatory Affairs

Claude

1.Rhizome AI

2.LexisNexis+ AI

3.Synthesis.com

4.LlamaIndex

5.GPT-4

Gemini

1.GPT-4

2.Rhizome AI

3.Clarivate Cortellis

4.Hebbia

5.Expert.ai

+1 more

AI Overviews

1.Eleos Health

2.HData

3.Lexis+

4.Protégé

5.CoCounsel

+9 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.

FDA's official guidance database

fda.gov

Gov1 ref

Search for FDA Guidance Documents

fda.gov

Gov1 ref

CMC Postapproval Manufacturing Changes for Specified ...

fda.gov

Gov1 ref

CMC and GMP Guidances - FDA

fda.gov

Gov1 ref

Comparability Protocols for Postapproval Changes to the Chemistry, ...

fda.gov

Gov1 ref

Chemistry, Manufacturing, and Controls Changes to an ...

fda.gov

Gov1 ref

Manufacturing Changes and Comparability for Human CGT Products

fda.gov

Gov1 ref

Guidance, Compliance & Regulatory Information (Biologics)

fda.gov

Gov1 ref

Chemistry, Manufacturing, and Controls Changes to an ...

federalregister.gov

Gov1 ref

fda.gov

Gov1 ref

eur-lex.europa.eu

Web1 ref

ec.europa.eu/health/md_sector/new_regulations_en

ec.europa.eu

Web1 ref

The future of AI regulation in drug development - PMC - NIH

pmc.ncbi.nlm.nih.gov

Gov1 ref

The future of AI regulation in drug development: a comparative ...

academic.oup.com

Web1 ref

Global Harmonization of Artificial Intelligence-Enabled Software as a ...

pmc.ncbi.nlm.nih.gov

Gov1 ref

Competitive Landscape

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

Citeline12 mentions

Rhizome AI12 mentions

RegDesk10 mentions

Cortellis9 mentions

Clarivate8 mentions

AgencyIQ7 mentions

Weaviate6 mentions

POLITICO6 mentions

Veeva Vault RIM6 mentions

Pinecone5 mentions

Cortellis Regulatory Intelligence5 mentions

Brand Identity

Brand Voice & Style

How AI perceives Rhizome AI's communication style and personality

Rhizome AI communicates with confident expertise and technical precision, speaking directly to regulatory professionals who value accuracy above all else. The tone is professional and authoritative yet accessible, avoiding jargon while demonstrating deep domain knowledge. The brand emphasizes trustworthiness and reliability, frequently highlighting their zero-hallucination track record. There's an underlying sense of empowerment—helping users accomplish weeks of work in minutes—delivered with understated confidence rather than hype.

Core Tone Traits

Authoritative & Expert

Demonstrates deep regulatory domain knowledge and FDA expertise

Trustworthy & Precise

Emphasizes accuracy, citations, and hallucination-free results

Professional yet Accessible

Technical content delivered in clear, understandable language

Empowering & Efficient

Focuses on time savings and enabling professionals to do their best work

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.