Rhizome AI

Visibility30

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

30/100

Low

Sentiment Score

91/100

AI Perception

Summary

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

Agent Breakdown

AI Platforms

How often do different AI platforms reference Rhizome AI?

Loading explorer...

Conversation Analysis

Topics

What conversations is Rhizome AI included in — or excluded from?

Loading explorer...

Buyer Personas

Personas

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

Loading explorer...

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

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

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

Global Compliance & Market Entry(1 query)

“how can i compare fda and ema medical device rules quickly using ai”

0/4 platforms mentioned

ChatGPT

1.Claude 3

2.Vertex AI

3.LangChain

4.LlamaIndex

5.Haystack

+19 more

Claude

1.RegTrack

2.Veeva Vault

3.Excelra RegulatoryEdge

4.Certent Accelerator

5.PDF.ai

+1 more

Gemini

1.Claude 3.5 Sonnet

2.ChatGPT-4o

3.Perplexity AI

4.RegDesk

5.Greenlight Guru

+4 more

AI Overviews

1.RegDesk

2.Streamline AI

3.DocShifter

Clinical Trial Strategy & Analysis(1 query)

“how to find specific clinical trial endpoints from recent fda drug approvals”

0/4 platforms mentioned

ChatGPT

1.TrialTrove

2.Cortellis

3.Citeline

4.Pharmaprojects

5.Medtrack

Claude

No brands listed

Gemini

1.Drugs@FDA

2.DailyMed

3.National Library of Medicine

4.ClinicalTrials.gov

5.Endpoints News

+7 more

AI Overviews

No brands listed

Regulatory Intelligence Selection & Trust(1 query)

“best reviewed regulatory intelligence platforms for small biotech firms right now”

0/4 platforms mentioned

ChatGPT

1.Clarivate Cortellis Regulatory Intelligence

2.Informa Pharma Intelligence

3.Citeline

4.Pharmaprojects

5.Trialtrove

+12 more

Claude

1.Citeline

2.Clarivate

3.Torreya

4.Parexel

5.BioAbility

+5 more

Gemini

1.Clarivate Cortellis

2.AgencyIQ

3.POLITICO

4.Redica Systems

5.FDAZilla

+5 more

AI Overviews

1.RegDesk

2.IONI

3.Freyr RegIntel

4.Freya

5.Qualio

+3 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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.

Gap

Zero visibility (0%) across AI Overviews and Lean Biotech R&D Director personas.

Gap

Significant underperformance on ChatGPT with a mention rate of only 11% and a lagging average position of 17.0.

Gap

Total absence in 'Global Compliance' and 'Clinical Trial Strategy' query sets where incumbents like Citeline and RegDesk currently lead.

Opportunity

Displace legacy competitors like Cortellis and Citeline in global medical device rule comparisons where Rhizome is currently unranked.

Opportunity

Leverage existing high sentiment on Claude to build a citation bridge into Google Search and AI Overviews.

Opportunity

Capture the underserved 'Boutique Regulatory Consultant' market by expanding documentation on niche EMA and FDA guidance search capabilities.

Technical Health

Site Health for AI Visibility

How well Rhizome AI'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 SEO93

Titles, descriptions, headings

Content Quality87

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG100

Open Graph, Twitter cards

AI Readability100

How well AI can parse your content

Warnings

1 render-blocking resource(s) detected

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

Meta description is too short (24 characters)

Expand the description to 150-160 characters with a clear value proposition.

Content may be too short

Expand your content to at least 500 words with valuable information.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

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

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations 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

Source Intelligence

Citations

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

FDA's official guidance database

https://www.fda.gov/drugs/guidance-compliance-regulatory-information/guidances

Referenced in 1 query

Review

Search for FDA Guidance Documents

https://www.fda.gov/regulatory-information/search-fda-guidance-documents

Referenced in 2 queries

Review

CMC Postapproval Manufacturing Changes for Specified ...

https://www.fda.gov/regulatory-information/search-fda-guidance-documents/cmc-postapproval-manufacturing-changes-specified-biological-products-be-documented-annual-reports

Referenced in 1 query

Review

CMC and GMP Guidances - FDA

https://www.fda.gov/vaccines-blood-biologics/general-biologics-guidances/cmc-and-gmp-guidances

Referenced in 1 query

Review

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

https://www.fda.gov/regulatory-information/search-fda-guidance-documents/comparability-protocols-postapproval-changes-chemistry-manufacturing-and-controls-information-nda

Referenced in 1 query

Review

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

https://www.fda.gov/regulatory-information/search-fda-guidance-documents/chemistry-manufacturing-and-controls-changes-approved-application-certain-biological-products

Referenced in 1 query

Review

Manufacturing Changes and Comparability for Human CGT Products

https://www.fda.gov/regulatory-information/search-fda-guidance-documents/manufacturing-changes-and-comparability-human-cellular-and-gene-therapy-products

Referenced in 1 query

Review

Guidance, Compliance & Regulatory Information (Biologics)

https://www.fda.gov/vaccines-blood-biologics/guidance-compliance-regulatory-information-biologics

Referenced in 1 query

Review

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

https://www.federalregister.gov/documents/2021/06/24/2021-13392/chemistry-manufacturing-and-controls-changes-to-an-approved-application-certain-biological-products

Referenced in 1 query

Review

fda.gov

http://fda.gov/

Referenced in 1 query

Review

eur-lex.europa.eu

http://eur-lex.europa.eu/

Referenced in 1 query

Review

ec.europa.eu/health/md_sector/new_regulations_en

http://ec.europa.eu/health/md_sector/new_regulations_en

Referenced in 1 query

Review

Content Engineering

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.

Impact: High

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.

Impact: High

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.

Impact: Medium

Create R&D-focused integration guides to win the 'Lean Biotech R&D Director' persona.

This persona currently has a 0% mention rate, representing a massive missed opportunity in the high-growth biotech segment.

Impact: Medium

Is this your business? We can help you improve your AI visibility.

Book a Free Strategy Session

Backing