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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Anera Labs

Visibility0

Vibe75

Businesses/Financial Technology/Anera Labs

AI Visibility & Sentiment

Anera Labs

Anera Labs is a fintech company that builds proprietary trading technology for frontier markets. They specialize in systematic market making and high frequency trading, providing deep liquidity across DeFi, CeFi, and traditional finance markets.

Active Monitoring

aneralabs.xyz

Financial Technology Startups

AI Visibility Score

0/100

Invisible

Sentiment Score

75/100

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Anera Labs today.

Anera Labs currently operates in a state of functional isolation where AI models recognize the brand name during direct inquiries but fail to associate the firm with any core industry solutions. While competitors like Wintermute and Jump Crypto dominate high-intent conversations around liquidity and market making, Anera remains a phantom in the workflows of institutional managers and DeFi architects.

Working in your favor

Successful baseline indexing for brand-direct queries across ChatGPT, Claude, Gemini, and AI Overviews, ensuring that users who already know the name receive an accurate profile.

Clear brand identity established in the 'vibe check' category, providing a foundation for broader categorical expansion.

Gaps to close

Total absence from high-value liquidity and market making optimization queries where Wintermute and Jump Crypto are currently capturing over 80 mentions collectively.

Zero visibility among the 'Institutional Digital Asset Manager' and 'Crypto Exchange Operations Director' personas, despite these being primary target audiences for systematic infrastructure.

Failure to appear in searches regarding proprietary trading software and systematic infrastructure, leaving the market entirely to legacy firms and larger competitors.

Opportunities

Capitalize on the existing brand-level indexing to bridge the gap into categorical association through structured technical content.

Disrupt the dominance of B2C2 and GSR by targeting 'cross-market liquidity' and 'frontier asset solutions'—areas where the competitive narrative is less saturated.

Optimize for AI Overviews by publishing authoritative guides on the technical requirements for systematic market making.

Highest-Impact Actions

Execute a technical whitepaper series on 'Deep Liquidity Provision' and 'Systematic Infrastructure' specifically formatted for LLM ingestion.

Anera is currently recognized by name but not by service; linking the brand to specific technical solutions is required to move from invisible to a suggested partner.

Develop and distribute high-authority content addressing 'Cross-Market CeFi and DeFi Liquidity' to capture the attention of DeFi Protocol Architects.

This persona is actively seeking solutions that Anera provides, but currently, only competitors are being recommended for these specific pain points.

Launch a targeted PR campaign focused on institutional reliability and trust to challenge the high visibility of Wintermute and Amber Group.

Trust and institutional selection are the most competitive query categories; Anera needs external third-party validations to be cited as a 'reliable' firm by AI models.

Value Proposition

Proprietary trading technology that serves as the scaffolding for frontier markets, enabling deep liquidity provision across DeFi, CeFi, and TradFi through systematic market making and high frequency trading capabilities.

Overview

Mission

To shape the markets of the future through competence in proprietary trading software.

Products & Services

Systematic market makingHigh frequency trading technologyLiquidity engineering solutionsProprietary trading softwareCross-market liquidity provision

Current State

Visibility Landscape

A high-level view of how Anera Labs 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	97
“What do you know about Anera Labs? What do they do and what's their reputation?”	#1	#1	#1	#1
Core4q Product/service category queries	0	0	0	0
“how do i get deep liquidity for a new crypto exchange, which companies should i use”	No	No	No	No
“what are the best options for buying proprietary trading software instead of building it”	No	No	No	No
“most reliable crypto market making firms for institutions right now”	No	No	No	No
“suggest some market makers for a defi project launch”	No	No	No	No
Growth Areas2q Adjacent, aspirational & visionary	0	0	0	0
“how to handle cross-market liquidity provision between cefi and defi”	No	No	No	No
“tell me what technology is needed for systematic market making across different exchanges”	No	No	No	No

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

“how do i get deep liquidity for a new crypto exchange, which companies should i use”

“what are the best options for buying proprietary trading software instead of building it”

“most reliable crypto market making firms for institutions right now”

“suggest some market makers for a defi project launch”

“how to handle cross-market liquidity provision between cefi and defi”

“tell me what technology is needed for systematic market making across different exchanges”

Competitive Landscape

Wintermute

52 mentions

Jump Crypto

31 mentions

B2C2

28 mentions

GSR

27 mentions

Amber Group

26 mentions

Binance

24 mentions

Cumberland

24 mentions

DRW

23 mentions

GSR Markets

23 mentions

Jump Trading

22 mentions

Anera Labs

0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Successful baseline indexing for brand-direct queries across ChatGPT, Claude, Gemini, and AI Overviews, ensuring that users who already know the name receive an accurate profile.

Strength

Clear brand identity established in the 'vibe check' category, providing a foundation for broader categorical expansion.

Gap

Total absence from high-value liquidity and market making optimization queries where Wintermute and Jump Crypto are currently capturing over 80 mentions collectively.

Recommended Actions

Execute a technical whitepaper series on 'Deep Liquidity Provision' and 'Systematic Infrastructure' specifically formatted for LLM ingestion.

Anera is currently recognized by name but not by service; linking the brand to specific technical solutions is required to move from invisible to a suggested partner.

Develop and distribute high-authority content addressing 'Cross-Market CeFi and DeFi Liquidity' to capture the attention of DeFi Protocol Architects.

This persona is actively seeking solutions that Anera provides, but currently, only competitors are being recommended for these specific pain points.

Launch a targeted PR campaign focused on institutional reliability and trust to challenge the high visibility of Wintermute and Amber Group.

Trust and institutional selection are the most competitive query categories; Anera needs external third-party validations to be cited as a 'reliable' firm by AI models.

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

Liquidity & Market Making Optimization(2 queries)

“how do i get deep liquidity for a new crypto exchange, which companies should i use”

0/4 platforms mentioned

Core

ChatGPT

1.Wintermute

2.Jump Crypto

3.GSR

4.Cumberland (DRW)

5.B2C2

+24 more

Claude

1.Wintermute

2.Amber Group

3.Jump Crypto

4.Genesis Trading

5.DRW Trading

+7 more

Gemini

1.Wintermute

2.GSR

3.Jump Crypto

4.Jump Trading

5.Keyrock

+15 more

AI Overviews

1.Galaxy Digital

2.Cumberland

3.DRW

4.Wintermute

5.GSR Markets

+9 more

“suggest some market makers for a defi project launch”

0/4 platforms mentioned

Core

The Emerging DeFi Protocol Architect · Chief Technology Officer / Founder

ChatGPT

1.Jump Crypto

2.Jump Trading

3.Solana

4.Serum

5.Orca

+14 more

Claude

1.Wintermute

2.Amber Group

3.Flow Traders

4.Genesis Trading

5.Mango Markets

+1 more

Gemini

1.Jump Crypto

2.Firedancer

3.Pyth Network

4.Wintermute

5.OpenBook

+6 more

AI Overviews

1.Wintermute

2.GSR Markets

3.DWF Labs

4.Keyrock

5.Flowdesk

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.

Liquidity Building Strategies for New Crypto Exchanges

linkedin.com

Social1 ref

What Are The Best Crypto Exchange Liquidity Providers in ...

coincub.com

Anera Labs

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Financial Technology

Start gettingrecommended by AI.

Frequently asked questions

Anera Labs

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Financial Technology

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.