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.

Roadmap Pricing

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System2

Visibility0

Vibe77

Businesses/Financial Services/System2

AI Visibility & Sentiment

System2

System2 is a specialized data science and alternative data consultancy providing an outsourced data team model to the institutional investment community. The firm combines custom web scraping, signal processing, and predictive modeling to help clients derive actionable investment insights from complex datasets.

Active Monitoring

system2.ai

Financial Services Startups

AI Visibility Score

0/100

Invisible

Sentiment Score

77/100

Score by Priority

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

aspirational

visionary

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe System2 today.

System2 currently suffers from an absolute lack of presence in AI-driven decision journeys, remaining entirely invisible to the institutional investors and data teams actively seeking alternative data partners. While the brand is recognized when explicitly queried by name, it fails to capture any share of voice in the high-intent discovery phases where competitors like YipitData and AlphaSense dominate the conversation.

Working in your favor

High brand name recognition and positive sentiment when users explicitly search for 'System2' across all major AI platforms including ChatGPT, Claude, and Gemini.

Gaps to close

Total absence from critical procurement and research discovery queries, specifically those related to alternative data sourcing, custom dashboard development, and data stack modernization.

Failure to intercept key personas such as portfolio managers and data scientists during their vetting process for new research management infrastructure.

Zero penetration in the decision-making ecosystem for institutional investment, leaving competitors to define the standards for alternative data and web scraping reliability.

Opportunities

Establishing presence in 'modern data stack' and 'alternative data strategy' conversation threads to capture lead intent.

Developing content that addresses the specific pain points of 'vetting technical data partners,' which is currently a blind spot in the AI landscape for System2.

Leveraging technical thought leadership to compete directly with category leaders like YipitData and FactSet in AI-provided recommendation engines.

Highest-Impact Actions

Develop a structured 'Decision Enablement' content framework focused on the specific query categories of data firm procurement and alternative data integration.

The current data shows System2 is losing all potential acquisition traffic to competitors who are successfully associating their brands with these high-intent, solution-oriented keywords.

Execute a targeted PR and web-content audit to ensure System2's value proposition is indexed against phrases like 'modern data stack for institutional investment' and 'custom real-time dashboarding'.

By aligning terminology with the language used by portfolio managers and data scientists, System2 can trigger relevance in LLM-based discovery tools.

Create technical comparison benchmarks that feature System2 alongside current market incumbents like AlphaSense and YipitData.

AI models rely on comparative data to provide recommendations; without explicit associations between System2 and your core competitors, the brand will remain excluded from natural search results.

Value Proposition

System2 delivers actionable investment signals rather than raw data, focusing on speed and custom task-force support to answer specific investment theses within days rather than quarters.

Overview

Mission

To deliver elite data science that helps institutional investors make better decisions.

Products & Services

Custom Data Sourcing & ScrapingLive Investment DashboardsDiligence-as-a-ServiceSignal Fusion & Predictive Modeling

Current State

Visibility Landscape

A high-level view of how System2 performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Brand recognition & direct queries	97	97	97	—
“What do you know about System2? What do they do and what's their reputation?”	#1	#1	#1	—
Core3q Product/service category queries	0	0	0	0
“what are the best alternative data firms that provide custom scraping and signal fusion for hedge fund workflows”	No	No	No	No
“compare top investment data providers that offer diligence-as-a-service for private equity teams”	No	No	No	No
“need a firm that can build custom dashboards for real-time monitoring of retail inventory trends”	No	No	No	No
Growth Areas6q Adjacent, aspirational & visionary	0	0	0	0
“how do i choose between buying off-the-shelf alternative data vs hiring a boutique data science consultancy”	No	No	No	No
“who are the most reliable firms for high-frequency web scraping and signal processing for institutional clients”	No	No	No	—
“what should i look for when vetting a technical data partner for a long-term investment research project”	No	No	No	—
“what are the best research management and financial analysis platforms for a fundamental hedge fund”	No	No	No	—
“what tools can help our quant team integrate alternative data with traditional financial modeling”	No	No	No	No
“help me map out the modern data stack for an institutional investment firm focused on fundamental analysis”	No	—	No	—

“What do you know about System2? What do they do and what's their reputation?”

—

“what are the best alternative data firms that provide custom scraping and signal fusion for hedge fund workflows”

“compare top investment data providers that offer diligence-as-a-service for private equity teams”

“need a firm that can build custom dashboards for real-time monitoring of retail inventory trends”

“how do i choose between buying off-the-shelf alternative data vs hiring a boutique data science consultancy”

“who are the most reliable firms for high-frequency web scraping and signal processing for institutional clients”

—

“what should i look for when vetting a technical data partner for a long-term investment research project”

—

“what are the best research management and financial analysis platforms for a fundamental hedge fund”

—

“what tools can help our quant team integrate alternative data with traditional financial modeling”

“help me map out the modern data stack for an institutional investment firm focused on fundamental analysis”

—

Competitive Landscape

YipitData

51 mentions

FactSet

40 mentions

Snowflake

36 mentions

AlphaSense

34 mentions

Exabel

28 mentions

RavenPack

28 mentions

Thinknum

24 mentions

Databricks

22 mentions

Bloomberg

21 mentions

Tableau

21 mentions

System2

0 mentions

Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve System2's AI visibility.

Key Findings

Strength

High brand name recognition and positive sentiment when users explicitly search for 'System2' across all major AI platforms including ChatGPT, Claude, and Gemini.

Gap

Total absence from critical procurement and research discovery queries, specifically those related to alternative data sourcing, custom dashboard development, and data stack modernization.

Gap

Failure to intercept key personas such as portfolio managers and data scientists during their vetting process for new research management infrastructure.

Recommended Actions

Develop a structured 'Decision Enablement' content framework focused on the specific query categories of data firm procurement and alternative data integration.

The current data shows System2 is losing all potential acquisition traffic to competitors who are successfully associating their brands with these high-intent, solution-oriented keywords.

Execute a targeted PR and web-content audit to ensure System2's value proposition is indexed against phrases like 'modern data stack for institutional investment' and 'custom real-time dashboarding'.

By aligning terminology with the language used by portfolio managers and data scientists, System2 can trigger relevance in LLM-based discovery tools.

Create technical comparison benchmarks that feature System2 alongside current market incumbents like AlphaSense and YipitData.

AI models rely on comparative data to provide recommendations; without explicit associations between System2 and your core competitors, the brand will remain excluded from natural search results.

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

Alternative Data & Investment Intelligence Procurement(3 queries)

“what are the best alternative data firms that provide custom scraping and signal fusion for hedge fund workflows”

0/4 platforms mentioned

Core

ChatGPT

1.Paradox Intelligence

2.YipitData

3.Thinknum Alternative Data

4.1010data

5.Grepsr

+7 more

Claude

1.ExtractAlpha (Estimize)

2.RavenPack (Bigdata.com)

3.Exabel

4.Permutable AI

5.Grepsr

+12 more

Gemini

1.YipitData

2.Hermes Intelligence

3.Babel Street (Vertical Knowledge)

4.Coresignal

5.Exabel (Signal Explorer)

+13 more

AI Overviews

1.YipitData

2.Exabel

3.ExtractAlpha

4.Durable Alpha

5.Bright Data

+5 more

“compare top investment data providers that offer diligence-as-a-service for private equity teams”

0/4 platforms mentioned

Core

ChatGPT

1.PitchBook (PitchBook Navigator)

2.Morningstar

3.Preqin (Preqin Pro, Colmore)

4.BlackRock

5.Salesforce

+5 more

Claude

1.PitchBook

2.Preqin

3.S&P Global

4.Bloomberg

5.FactSet

+19 more

Gemini

1.Acuity Knowledge Partners

2.Moody’s

3.Evalueserve

4.AlphaSense (Tegus)

5.ToltIQ

+9 more

AI Overviews

1.AlphaSense

2.Hebbia

3.Hudson Labs (Co-Analyst)

4.Blueflame AI

5.BDO Private Equity Advisory

+2 more

“need a firm that can build custom dashboards for real-time monitoring of retail inventory trends”

0/4 platforms mentioned

Core

ChatGPT

1.Slalom

2.Salesforce (Tableau, Salesforce CRM Analytics)

3.Tredence

4.Databricks

5.Snowflake

+5 more

Claude

1.Datawiz

2.NetSuite

3.Oracle

4.Salesforce (Tableau)

5.Microsoft Power BI

+6 more

Gemini

1.Shopify

2.NetSuite

3.Power BI

4.Tableau

5.Polarytics

+16 more

AI Overviews

1.Algoscale

2.Retailgators

3.Enhanced Retail Solutions

4.VisionWrights

5.Shopify

+8 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.

Funds Boost Alternative Data Budgets Amid Management Backing

fundstech.com

Web1 ref

Lesson 47 Data Vendors.Pdf

digital-ai-finance.github.io

Web1 ref

What Top Performing Data Providers Are Doing Differently In 2026

battlefin.com

Web1 ref

Hedge Funds

paradoxintelligence.com

Web1 ref

Alternative Data Platforms For Investment

reddit.com

Forum1 ref

Looking For Alternative Data Platforms What Are

reddit.com

Forum1 ref

Alternative Data Platform Market

dataintelo.com

Web1 ref

Alternative Data Scraping Hedge Funds

grepsr.com

Web1 ref

Best Alternative Data

paperswithbacktest.com

Web1 ref

Alternative Data Providers Cost

reddit.com

Forum1 ref

Arcesium

en.wikipedia.org

Wiki1 ref

Hedge Funds

ipushpull.com

Web1 ref

5 Best Alternative Data Sources for Hedge Funds | ExtractAlpha

extractalpha.com

Web1 ref

The best alternative financial data providers for hedge funds and asset managers me%

permutable.ai

Web1 ref

Best Alternative Data Providers 2026: Full Comparison Guide

brightdata.com

Web1 ref

Brand Identity

Brand Voice & Style

How AI perceives System2's communication style and personality

System 2 communicates with a tone that is intellectually rigorous, deeply analytical, and thoughtfully balanced. As a research-focused newsletter, it avoids hype, preferring to engage in nuanced, critical discourse about the future of AI. The brand voice is serious yet accessible to a technical audience, emphasizing a commitment to safety, scientific scrutiny, and the pursuit of a more robust, multi-paradigm understanding of intelligence.

Core Tone Traits

Intellectually Rigorous

Focuses on deep, evidence-based analysis rather than surface-level trends.

Cautiously Optimistic

Maintains a balanced perspective that embraces innovation while acknowledging risks.

Constructive & Collaborative

Seeks to build community and foster meaningful dialogue among researchers.

Transparent & Honest

Openly discusses the limitations of current AI models and the hard work required to improve them.

Visual Identity

Primary

#6B4C9A

Secondary

#333333

Accent

#FCFCFC

Background

#FFFFFF

Foreground

#111111

Backing

Investors

Weekend Fund

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 March 20, 2026.

Explore Financial Services

Long-Term Stock Exchange

Start getting
recommended by AI.

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Frequently asked questions

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

Businesses/Financial Services/System2

AI Visibility & Sentiment

System2

Active Monitoring

system2.ai

Financial Services Startups

AI Visibility Score

0/100

Invisible

Sentiment Score

77/100

Score by Priority

core

adjacent

aspirational

visionary

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe System2 today.

Working in your favor

High brand name recognition and positive sentiment when users explicitly search for 'System2' across all major AI platforms including ChatGPT, Claude, and Gemini.

Gaps to close

Total absence from critical procurement and research discovery queries, specifically those related to alternative data sourcing, custom dashboard development, and data stack modernization.

Failure to intercept key personas such as portfolio managers and data scientists during their vetting process for new research management infrastructure.

Zero penetration in the decision-making ecosystem for institutional investment, leaving competitors to define the standards for alternative data and web scraping reliability.

Opportunities

Establishing presence in 'modern data stack' and 'alternative data strategy' conversation threads to capture lead intent.

Developing content that addresses the specific pain points of 'vetting technical data partners,' which is currently a blind spot in the AI landscape for System2.

Leveraging technical thought leadership to compete directly with category leaders like YipitData and FactSet in AI-provided recommendation engines.

Highest-Impact Actions

Develop a structured 'Decision Enablement' content framework focused on the specific query categories of data firm procurement and alternative data integration.

The current data shows System2 is losing all potential acquisition traffic to competitors who are successfully associating their brands with these high-intent, solution-oriented keywords.

Execute a targeted PR and web-content audit to ensure System2's value proposition is indexed against phrases like 'modern data stack for institutional investment' and 'custom real-time dashboarding'.

By aligning terminology with the language used by portfolio managers and data scientists, System2 can trigger relevance in LLM-based discovery tools.

Create technical comparison benchmarks that feature System2 alongside current market incumbents like AlphaSense and YipitData.

AI models rely on comparative data to provide recommendations; without explicit associations between System2 and your core competitors, the brand will remain excluded from natural search results.

Value Proposition

System2 delivers actionable investment signals rather than raw data, focusing on speed and custom task-force support to answer specific investment theses within days rather than quarters.

Overview

Mission

To deliver elite data science that helps institutional investors make better decisions.

Products & Services

Custom Data Sourcing & ScrapingLive Investment DashboardsDiligence-as-a-ServiceSignal Fusion & Predictive Modeling

Current State

Visibility Landscape

A high-level view of how System2 performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Brand recognition & direct queries	97	97	97	—
“What do you know about System2? What do they do and what's their reputation?”	#1	#1	#1	—
Core3q Product/service category queries	0	0	0	0
“what are the best alternative data firms that provide custom scraping and signal fusion for hedge fund workflows”	No	No	No	No
“compare top investment data providers that offer diligence-as-a-service for private equity teams”	No	No	No	No
“need a firm that can build custom dashboards for real-time monitoring of retail inventory trends”	No	No	No	No
Growth Areas6q Adjacent, aspirational & visionary	0	0	0	0
“how do i choose between buying off-the-shelf alternative data vs hiring a boutique data science consultancy”	No	No	No	No
“who are the most reliable firms for high-frequency web scraping and signal processing for institutional clients”	No	No	No	—
“what should i look for when vetting a technical data partner for a long-term investment research project”	No	No	No	—
“what are the best research management and financial analysis platforms for a fundamental hedge fund”	No	No	No	—
“what tools can help our quant team integrate alternative data with traditional financial modeling”	No	No	No	No
“help me map out the modern data stack for an institutional investment firm focused on fundamental analysis”	No	—	No	—

“What do you know about System2? What do they do and what's their reputation?”

—

“what are the best alternative data firms that provide custom scraping and signal fusion for hedge fund workflows”

“compare top investment data providers that offer diligence-as-a-service for private equity teams”

“need a firm that can build custom dashboards for real-time monitoring of retail inventory trends”

“how do i choose between buying off-the-shelf alternative data vs hiring a boutique data science consultancy”

“who are the most reliable firms for high-frequency web scraping and signal processing for institutional clients”

—

“what should i look for when vetting a technical data partner for a long-term investment research project”

—

“what are the best research management and financial analysis platforms for a fundamental hedge fund”

—

“what tools can help our quant team integrate alternative data with traditional financial modeling”

“help me map out the modern data stack for an institutional investment firm focused on fundamental analysis”

—

Competitive Landscape

YipitData

51 mentions

FactSet

40 mentions

Snowflake

36 mentions

AlphaSense

34 mentions

Exabel

28 mentions

RavenPack

28 mentions

Thinknum

24 mentions

Databricks

22 mentions

Bloomberg

21 mentions

Tableau

21 mentions

System2

0 mentions

Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve System2's AI visibility.

Key Findings

Strength

High brand name recognition and positive sentiment when users explicitly search for 'System2' across all major AI platforms including ChatGPT, Claude, and Gemini.

Gap

Total absence from critical procurement and research discovery queries, specifically those related to alternative data sourcing, custom dashboard development, and data stack modernization.

Gap

Failure to intercept key personas such as portfolio managers and data scientists during their vetting process for new research management infrastructure.

Recommended Actions

Develop a structured 'Decision Enablement' content framework focused on the specific query categories of data firm procurement and alternative data integration.

The current data shows System2 is losing all potential acquisition traffic to competitors who are successfully associating their brands with these high-intent, solution-oriented keywords.

Execute a targeted PR and web-content audit to ensure System2's value proposition is indexed against phrases like 'modern data stack for institutional investment' and 'custom real-time dashboarding'.

By aligning terminology with the language used by portfolio managers and data scientists, System2 can trigger relevance in LLM-based discovery tools.

Create technical comparison benchmarks that feature System2 alongside current market incumbents like AlphaSense and YipitData.

AI models rely on comparative data to provide recommendations; without explicit associations between System2 and your core competitors, the brand will remain excluded from natural search results.

Programmatic Testing

Sample Conversations

ChatGPT

Claude

Gemini

AI Overviews

Alternative Data & Investment Intelligence Procurement(3 queries)

“what are the best alternative data firms that provide custom scraping and signal fusion for hedge fund workflows”

0/4 platforms mentioned

Core

ChatGPT

1.Paradox Intelligence

2.YipitData

3.Thinknum Alternative Data

4.1010data

5.Grepsr

+7 more

Claude

1.ExtractAlpha (Estimize)

2.RavenPack (Bigdata.com)

3.Exabel

4.Permutable AI

5.Grepsr

+12 more

Gemini

1.YipitData

2.Hermes Intelligence

3.Babel Street (Vertical Knowledge)

4.Coresignal

5.Exabel (Signal Explorer)

+13 more

AI Overviews

1.YipitData

2.Exabel

3.ExtractAlpha

4.Durable Alpha

5.Bright Data

+5 more

“compare top investment data providers that offer diligence-as-a-service for private equity teams”

0/4 platforms mentioned

Core

ChatGPT

1.PitchBook (PitchBook Navigator)

2.Morningstar

3.Preqin (Preqin Pro, Colmore)

4.BlackRock

5.Salesforce

+5 more

Claude

1.PitchBook

2.Preqin

3.S&P Global

4.Bloomberg

5.FactSet

+19 more

Gemini

1.Acuity Knowledge Partners

2.Moody’s

3.Evalueserve

4.AlphaSense (Tegus)

5.ToltIQ

+9 more

AI Overviews

1.AlphaSense

2.Hebbia

3.Hudson Labs (Co-Analyst)

4.Blueflame AI

5.BDO Private Equity Advisory

+2 more

“need a firm that can build custom dashboards for real-time monitoring of retail inventory trends”

0/4 platforms mentioned

Core

ChatGPT

1.Slalom

2.Salesforce (Tableau, Salesforce CRM Analytics)

3.Tredence

4.Databricks

5.Snowflake

+5 more

Claude

1.Datawiz

2.NetSuite

3.Oracle

4.Salesforce (Tableau)

5.Microsoft Power BI

+6 more

Gemini

1.Shopify

2.NetSuite

3.Power BI

4.Tableau

5.Polarytics

+16 more

AI Overviews

1.Algoscale

2.Retailgators

3.Enhanced Retail Solutions

4.VisionWrights

5.Shopify

+8 more

Source Intelligence

Citations

Funds Boost Alternative Data Budgets Amid Management Backing

fundstech.com

Web1 ref

Lesson 47 Data Vendors.Pdf

digital-ai-finance.github.io

Web1 ref

What Top Performing Data Providers Are Doing Differently In 2026

battlefin.com

Web1 ref

Hedge Funds

paradoxintelligence.com

Web1 ref

Alternative Data Platforms For Investment

reddit.com

Forum1 ref

Looking For Alternative Data Platforms What Are

reddit.com

Forum1 ref

Alternative Data Platform Market

dataintelo.com

Web1 ref

Alternative Data Scraping Hedge Funds

grepsr.com

Web1 ref

Best Alternative Data

paperswithbacktest.com

Web1 ref

Alternative Data Providers Cost

reddit.com

Forum1 ref

Arcesium

en.wikipedia.org

Wiki1 ref

Hedge Funds

ipushpull.com

Web1 ref

5 Best Alternative Data Sources for Hedge Funds | ExtractAlpha

extractalpha.com

Web1 ref

The best alternative financial data providers for hedge funds and asset managers me%

permutable.ai

Web1 ref

Best Alternative Data Providers 2026: Full Comparison Guide

brightdata.com

Web1 ref

Brand Identity

Brand Voice & Style

How AI perceives System2's communication style and personality

Core Tone Traits

Intellectually Rigorous

Focuses on deep, evidence-based analysis rather than surface-level trends.

Cautiously Optimistic

Maintains a balanced perspective that embraces innovation while acknowledging risks.

Constructive & Collaborative

Seeks to build community and foster meaningful dialogue among researchers.

Transparent & Honest

Openly discusses the limitations of current AI models and the hard work required to improve them.

Visual Identity

Primary

#6B4C9A

Secondary

#333333

Accent

#FCFCFC

Background

#FFFFFF

Foreground

#111111

Backing

Investors

Weekend Fund

Engineer content that makes AI agents recommend you

Data generated by Pendium.ai AI visibility scanning. Last scanned March 20, 2026.

Explore Financial Services

Long-Term Stock Exchange

System2

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Financial Services

Start gettingrecommended by AI.

Frequently asked questions

System2

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Financial Services

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.