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

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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 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

aspirational

visionary

AI Perception

Summary

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.

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

Agent Breakdown

AI Platforms

How often do different AI platforms reference System2?

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Conversation Analysis

Key Topics

What conversations is System2 included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend System2 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

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

Brand Perception

What AI Really Thinks

We asked each AI platform directly about System2 to understand how they perceive the brand. These responses back up the Sentiment Score and reveal tone, accuracy, and blind spots across platforms and personas.

1Positive

2Neutral

0Negative

across 3 responses

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

ChatGPT

Neutral

“…“System2” is a name used by multiple unrelated companies, so what they do — and their reputation — depends entirely on which one you mean.…”

Claude

Neutral

“…This is likely the most prominent "System2" in financial circles. System2 helps investors integrate data science into their approach by providing sourcing, engineering, and analysis of big data as a service.…”

Gemini

Positive

“…System2 LLC (Data Science & Investment Research) This is a boutique consulting firm that operates at the intersection of data science and institutional investing.…”

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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.

Technical Health

Site Health for AI Visibility

How well System2's website is optimized for AI agent discovery and comprehension.

88/100

17 passed 4 warnings 1 issues

Audited 3/20/2026

Crawlability100

Can AI bots find your pages?

Technical90

SSL, mobile, doctype basics

On-Page SEO84

Titles, descriptions, headings

Content Quality60

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG100

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Critical Issues

Content is too thin

Expand your content to at least 300-500 words with valuable information.

Warnings

22 render-blocking resources are slowing initial render

Defer non-critical JS with async/defer. Inline critical CSS. Move stylesheets to load asynchronously.

Title is too short (18 characters)

Expand the title to 50-60 characters with descriptive keywords.

Meta description is too short (45 characters)

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

Few headings on page

Add more H2 and H3 headings to organize content into sections.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

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.

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of System2

YipitData51 mentions

FactSet40 mentions

Snowflake36 mentions

AlphaSense34 mentions

Exabel28 mentions

RavenPack28 mentions

Thinknum24 mentions

Databricks22 mentions

Bloomberg21 mentions

Tableau21 mentions

System20 mentions

Source Intelligence

Citations

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

fundstech.com

https://fundstech.com/funds-boost-alternative-data-budgets-amid-management-backing/

Referenced in 1 query

Review

digital-ai-finance.github.io

https://digital-ai-finance.github.io/digital-finance/slides/module_04_traditional/lesson_47_data_vendors.pdf

Referenced in 1 query

Pitch Story

battlefin.com

https://www.battlefin.com/alternative-data-academy/what-top-performing-data-providers-are-doing-differently-in-2026

Referenced in 4 queries

Review

paradoxintelligence.com

https://www.paradoxintelligence.com/hedge-funds

Referenced in 2 queries

Review

reddit.com

https://www.reddit.com/r/quantfinance/comments/1pm530z/alternative_data_platforms_for_investment/

Referenced in 2 queries

Join Discussion

reddit.com

https://www.reddit.com/r/Trading/comments/1py1qcn/looking_for_alternative_data_platforms_what_are/

Referenced in 1 query

Join Discussion

dataintelo.com

https://dataintelo.com/report/alternative-data-platform-market

Referenced in 1 query

Review

grepsr.com

https://www.grepsr.com/blog/alternative-data-scraping-hedge-funds/

Referenced in 2 queries

Review

paperswithbacktest.com

https://paperswithbacktest.com/datasets/best-alternative-data

Referenced in 3 queries

Review

reddit.com

https://www.reddit.com/r/Trading/comments/1ro7i0h/alternative_data_providers_cost/

Referenced in 1 query

Join Discussion

en.wikipedia.org

https://en.wikipedia.org/wiki/Arcesium

Referenced in 2 queries

Review

ipushpull.com

https://ipushpull.com/solutions/hedge-funds

Referenced in 1 query

Review

Content Engineering

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.

Impact: High

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.

Impact: High

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.

Impact: Medium

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