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

Mantis

Visibility22

Vibe81

Businesses/Healthcare Technology/Mantis

AI Visibility & Sentiment

Mantis

Mantis is a data platform for life sciences organizations that transforms complex biological, clinical, and operational data into reusable, canonical datasets. The platform integrates with existing systems like EDC, CTMS, and lab vendors to enable cross-study analytics, AI readiness, and real-time performance insights.

Active Monitoring

mantisbiotech.com

Healthcare Technology YC25-26

AI Visibility Score

22/100

Low

Sentiment Score

81/100

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 Mantis today.

Mantis is currently a phantom leader in the clinical data space, securing elite top-three rankings in Claude and Gemini for infrastructure queries while suffering a total blackout in Google AI Overviews and ChatGPT. This stark divide reveals that while LLMs recognize Mantis’s technical superiority in handling data fragmentation, the brand is failing to register in the broader search-generative ecosystem where legacy giants like Medidata and Veeva still dominate the narrative.

Value Proposition

Mantis solves the data fragmentation problem in life sciences by creating domain-aware, reusable datasets that encode biological and clinical meaning directly into the data, enabling teams to run cross-study analytics without rebuilding pipelines.

Overview

Mission

Making customers' lives easier with the most intuitive analytics tool for life sciences data.

Products & Services

Canonical biomedical and clinical datasetsCross-system data integration platformReal-time clinical trial performance analyticsAI-ready data preparationCustom integrations for legacy and vendor platforms

Current State

Visibility Landscape

A high-level view of how Mantis 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	14	41	44	0
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

Snowflake

20 mentions

Medidata Rave

20 mentions

Medidata

20 mentions

Veeva

19 mentions

Databricks

14 mentions

Veeva Vault

13 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Exceptional performance in Claude and Gemini for 'Modernizing Clinical Data Infrastructure' queries, reaching as high as position #2.

Strength

Strong resonance with Strategic Clinical Operations Leaders, achieving a 58% mention rate and high positive sentiment.

Strength

High technical authority in Claude specifically regarding 'data fragmentation in clinical trials,' where it consistently outperforms broader competitors.

Recommended Actions

Execute an 'AI-Ready' Content Blitz

Mantis was only mentioned once for 'AI-ready data strategy' (Gemini #3). Dominating this specific query across all platforms is the fastest path to being seen as a future-proof alternative to Veeva.

Address the AIOverviews Blackout

Zero visibility in Google’s SGE suggests a lack of structured, schema-rich technical content that Google's crawlers can synthesize. Immediate optimization of the 'how-to' clinical integration pages is required.

Direct Competitive Positioning Content

Since Mantis is currently excluded from 'modern alternative' queries, the brand must publish explicit comparison and migration guides (e.g., 'Transitioning from Veeva Vault to Modern Infrastructure') to trigger these associations in LLM training sets.

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

Modernizing Clinical Data Infrastructure(2 queries)

“how to integrate clinical data from different systems like EDC and CTMS into one place”

0/4 platforms mentioned

Core

ChatGPT

1.Mulesoft

2.Dell Boomi

3.Talend

4.Snowflake

5.BigQuery

+34 more

Claude

1.Medidata Rave

2.Oracle InForm

3.Medidata CTMS

4.Veeva Vault

5.Informatica

+11 more

Gemini

1.Veeva Vault Clinical

2.Vault EDC

3.Vault CTMS

4.Medidata Rave (DDS)

5.Medidata Clinical Cloud

+13 more

AI Overviews

1.Viedoc

2.Medidata Clinical Cloud

3.Veeva Vault

4.Clinion

5.SimpleTrials

+1 more

“best ways to handle data fragmentation in clinical trials, specific platforms to look at”

2/3 platforms mentioned

Core

The Technical Bio-Data Architect · Senior Data Architect

Claude

1.Medidata Rave

2.Oracle InForm

3.Snowflake

4.Iceberg Tables

5.Databricks

8.Mantis

+3 more

Gemini

1.Databricks

2.Delta Lake

3.Unity Catalog

4.Delta Sharing

5.MLflow

11.Mantis

+6 more

AI Overviews

1.Medidata Solutions

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.

How to Integrate CTMS with EDC - Flex Databases

flexdatabases.com

Web1 ref

Modernizing Clinical Trials: The Role of eTMF, CTMS, and EDC ...

credevo.com

Web1 ref

CTMS & EDC Integration — SimpleTrials - Clinical Trial ...

simpletrials.com

Web1 ref

CTMS and EDC Integration in DCTs: Key Benefits and Tips

cdconnect.net

Web1 ref

What Electronic data capture systems are most commonly ...

reddit.com

Forum1 ref

CTMS vs. EDC: understanding the differences and benefits for ...

viedoc.com

Web1 ref

Building Integrations with Disparate Systems in the Clinical Trial ...

linkedin.com

Social1 ref

Electronic Clinical Trial Management Systems: The Basics ...

socra.org

Web1 ref

Best Life Science E-Clinical Systems Reviews 2026 - Gartner

gartner.com

Web1 ref

Clinical Data Management: Data Integration vs. Data ...

precisionformedicine.com

Web1 ref

Integrating Clinical Data: Overcoming Challenges and Maximizing ...

blog.cloudbyz.com

Web1 ref

5 Tips for a Successful Integration of CTMS with EDC - AQ Trials

aq-trials.com

Web1 ref

Prepare Clinical Data for AI: Startup Guide - Edenlab

edenlab.io

Web1 ref

How to Make Pharma Data AI-Ready for Better Outcomes

tekinvaderz.com

Web1 ref

How to Analyze and Integrate Clinical Trials Data Effectively?

elucidata.io

Web1 ref

Competitive Landscape

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

Snowflake20 mentions

Medidata Rave20 mentions

Medidata20 mentions

Veeva19 mentions

Databricks14 mentions

Mantis14 mentions

Veeva Vault13 mentions

Tableau12 mentions

dbt11 mentions

Saama Technologies10 mentions

Viedoc9 mentions

Brand Identity

Brand Voice & Style

How AI perceives Mantis's communication style and personality

Mantis communicates with technical precision and domain expertise, speaking directly to the pain points of life sciences data professionals. The tone is confident and authoritative without being condescending, using industry-specific terminology that resonates with their technical audience. The brand balances sophisticated technical concepts with clear, outcome-focused messaging that emphasizes practical value over abstract features.

Core Tone Traits

Technically Authoritative

Uses precise life sciences and data terminology that demonstrates deep domain expertise

Problem-Solution Oriented

Leads with pain points and follows with clear, practical solutions

Confidently Understated

Makes bold claims backed by specifics without hyperbole or marketing fluff

Customer-Centric

Focuses on customer outcomes like shortened timelines and reduced complexity

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.

Explore Healthcare Technology

Start getting recommended by AI

Enter your website to see exactly what ChatGPT, Claude, and Gemini say about your business. Free, instant, and eye-opening.

Free visibility scanResults in 2 minutesNo credit card required

Frequently asked questions

Don't see your question? Book a demo and we'll walk you through it.

AI Visibility Score

Mantis has an AI visibility score of 21/100, rated as low. This score reflects how often and how prominently Mantis appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

AI Perception Summary

Strengths

Exceptional performance in Claude and Gemini for 'Modernizing Clinical Data Infrastructure' queries, reaching as high as position #2.
Strong resonance with Strategic Clinical Operations Leaders, achieving a 58% mention rate and high positive sentiment.
High technical authority in Claude specifically regarding 'data fragmentation in clinical trials,' where it consistently outperforms broader competitors.

Visibility Gaps

Total lack of visibility (0%) in Google AI Overviews across all tested queries, a critical failure in the search-generative experience.
Complete absence from the 'Modern alternatives to Veeva/Medidata' conversation, allowing legacy vendors to maintain their market capture.
Negligible presence in ChatGPT, where its average position of 22.0 effectively makes the brand undiscoverable for mainstream AI users.

Competitors in AI Recommendations

Snowflake: 20 mentions
Medidata Rave: 20 mentions
Medidata: 20 mentions
Veeva: 19 mentions
Databricks: 14 mentions
Veeva Vault: 13 mentions
Tableau: 12 mentions
dbt: 11 mentions
Saama Technologies: 10 mentions
Viedoc: 9 mentions
Veeva Vault CDMS: 9 mentions
Medrio: 9 mentions
OpenClinica: 9 mentions
Fivetran: 8 mentions
Informatica: 8 mentions

Categories: Healthcare Technology

Tags: YC25-26