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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RPS AI

Visibility0

Vibe63

Businesses/Decentralized Finance (DeFi)/RPS AI

AI Visibility & Sentiment

RPS AI

RPS AI is a DeFi infrastructure company that builds AI-powered liquidity solutions for decentralized markets on Solana. They offer market making, treasury management, and liquidity analytics tools to help token projects, funds, and liquidity providers optimize their on-chain operations.

Active Monitoring

rpslabs.io

Decentralized Finance (DeFi)Startups

AI Visibility Score

0/100

Invisible

Sentiment Score

63/100

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 RPS AI today.

RPS AI currently functions as a hidden gem known only to those who search for it by name, suffering from a total visibility blackout across intent-driven searches for Solana liquidity and market-making tools. While Claude and AIOverviews recognize the brand during direct inquiries, RPS AI is completely bypassed in favor of competitors like Orca and Raydium when institutional personas seek automated treasury and LP solutions.

Working in your favor

Direct brand recognition exists within Claude and AIOverviews, confirming that the brand identity is indexed in the latent space of major LLMs.

High performance on the 'brand vibe check' indicates that when users already know RPS AI, the AI provides a top-tier summary of their value proposition.

Gaps to close

Zero visibility across critical category queries including 'Solana Liquidity & Market Making Optimization' and 'Institutional Treasury & Yield Management'.

Total absence of mentions for the 'Token Foundation Treasury Lead' and 'Institutional Crypto Portfolio Manager' personas, who are currently being directed to Wintermute and Hummingbot.

Failure to appear in any comparisons involving CLMMs like Orca and Raydium, despite these being primary use cases for the brand's technology.

Opportunities

The 'AI-powered market maker' niche is currently underserved by competitors who rely on legacy branding; RPS AI can own this category by aggressively indexing technical content around AI-driven CLMM strategies.

Leverage the high brand-check ranking on Claude to bridge the gap into broader 'Solana DeFi' queries through strategic PR and technical documentation updates.

Highest-Impact Actions

Publish a series of technical deep-dives on 'AI-driven liquidity provision for CLMMs' specifically referencing Orca and Raydium.

LLMs currently associate these protocols with market making; RPS AI must create a documented association with these high-visibility competitors to appear in 'best of' lists.

Develop persona-specific landing pages and whitepapers targeting Token Foundation Treasury Leads.

This specific persona has 0% visibility for RPS AI but is actively served content about competitors like Kamino and Jupiter.

Optimize technical documentation for the term 'AI Copilot for Solana LP' to capture search intent found in real-time analytics queries.

The query 'help me find an ai copilot for tracking my lp positions' is a direct match for RPS AI’s capabilities but currently yields zero mentions.

Value Proposition

Making decentralized markets more efficient using AI through real-time data infrastructure, AI-powered algorithms, and decentralized liquidity management that scales asset management and liquidity on Solana.

Overview

Mission

We believe that in the new on-chain finance paradigm, AI has an important role to play in ensuring liquidity efficiency in on-chain trading systems such as market making, on-chain FX, options and derivatives.

Products & Services

UltraLiquid MM - AI-powered market making for Solana DEXsUltraLiquid TRM - Treasury management and yield strategiesUltraLP - LP Copilot for real-time liquidity position analyticsStablecoin On-Chain FX TradingSmart Bridging and CLMM Aggregator

Current State

Visibility Landscape

A high-level view of how RPS AI 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	70	97	70	97
“What do you know about RPS AI? What do they do and what's their reputation?”	Yes	#1	Yes	#1
Core6q Product/service category queries	0	0	0	0
“how to automate market making for my solana token, looking for specific platforms”	No	No	No	No
“help me find a treasury management tool for a solana-based foundation”	—	No	No	No
“help me find an ai copilot for tracking my lp positions on solana”	No	No	No	No
“best ai-powered market makers for clmms like orca and raydium”	No	No	No	No
“need a hand setting up professional liquidity for a crypto project on solana”	—	No	No	No
“how can we automate stablecoin yield strategies and on-chain fx”	—	No	No	No
Growth Areas1q Adjacent, aspirational & visionary	0	0	0	0
“most trusted on-chain liquidity providers for institutional investors on solana”	No	No	No	No

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

Yes

“how to automate market making for my solana token, looking for specific platforms”

“help me find a treasury management tool for a solana-based foundation”

—

“help me find an ai copilot for tracking my lp positions on solana”

“best ai-powered market makers for clmms like orca and raydium”

“need a hand setting up professional liquidity for a crypto project on solana”

—

“how can we automate stablecoin yield strategies and on-chain fx”

—

“most trusted on-chain liquidity providers for institutional investors on solana”

Competitive Landscape

Orca

46 mentions

Raydium

42 mentions

Kamino Finance

32 mentions

Helius

25 mentions

Jupiter

24 mentions

Meteora

24 mentions

Wintermute

23 mentions

Hummingbot

19 mentions

GSR

16 mentions

Solana

15 mentions

RPS AI

0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Direct brand recognition exists within Claude and AIOverviews, confirming that the brand identity is indexed in the latent space of major LLMs.

Strength

High performance on the 'brand vibe check' indicates that when users already know RPS AI, the AI provides a top-tier summary of their value proposition.

Gap

Zero visibility across critical category queries including 'Solana Liquidity & Market Making Optimization' and 'Institutional Treasury & Yield Management'.

Recommended Actions

Publish a series of technical deep-dives on 'AI-driven liquidity provision for CLMMs' specifically referencing Orca and Raydium.

LLMs currently associate these protocols with market making; RPS AI must create a documented association with these high-visibility competitors to appear in 'best of' lists.

Develop persona-specific landing pages and whitepapers targeting Token Foundation Treasury Leads.

This specific persona has 0% visibility for RPS AI but is actively served content about competitors like Kamino and Jupiter.

Optimize technical documentation for the term 'AI Copilot for Solana LP' to capture search intent found in real-time analytics queries.

The query 'help me find an ai copilot for tracking my lp positions' is a direct match for RPS AI’s capabilities but currently yields zero mentions.

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

Solana Liquidity & Market Making Optimization(3 queries)

“how to automate market making for my solana token, looking for specific platforms”

0/4 platforms mentioned

Core

ChatGPT

1.Solana

2.Serum

3.Orca

4.Raydium

5.Saber

+22 more

Claude

1.Solana

2.Raydium

3.Magic Eden LaunchPad

4.Orca

5.Uniswap v3

+3 more

Gemini

1.Meteora

2.Kamino Finance

3.Orca

4.Hummingbot

5.OpenBook

+12 more

AI Overviews

1.DexScreener

2.DEXTools

3.Smithii Market Maker Bot

4.Solana

5.Bitsgap

+11 more

“best ai-powered market makers for clmms like orca and raydium”

0/4 platforms mentioned

Core

The Token Foundation Treasury Lead · Head of Treasury

ChatGPT

1.Orca Whirlpools

2.Raydium CLMM

3.GSR

4.Wintermute

5.Cumberland

+13 more

Claude

1.Wintermute

2.Orca

3.Raydium

4.GSR Markets

5.Elixir Protocol

+1 more

Gemini

1.Orca

2.Raydium

3.GSR

4.Wintermute

5.Kamino Finance

+7 more

AI Overviews

1.Orca

2.Raydium

3.Kamino

4.Meteora

5.DLMM

+5 more

“need a hand setting up professional liquidity for a crypto project on solana”

0/3 platforms mentioned

Core

The Token Foundation Treasury Lead · Head of Treasury

Claude

1.GSR Markets

2.Wintermute

3.Jump Crypto

4.Amber Group

5.Solana Dashboard

+3 more

Gemini

1.Goldman

2.Solana

3.GSR

4.Wintermute

5.USDC

+12 more

AI Overviews

1.Raydium

2.OpenBook

3.Meteora

4.Orca

5.Kamino Finance

+5 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.

Hummingbot

hummingbot.io

Web1 ref

Solana Web3.js

github.com

Code1 ref

Jupiter aggregator

jup.ag

Web1 ref

Pyth Network

pyth.network

Web1 ref

Market Maker Bot Solana: Boost your token in 5 minutes

smithii.io

Web1 ref

Best Solana Volume Bot: boost in 1 minute - Smithii

smithii.io

Web1 ref

Solana Market Maker Bot - CryptoNinja0331 - GitHub

github.com

Code1 ref

Helius - Solana's Leading RPC and API Platform

helius.dev

Web1 ref

Solana Trading Bot - goodcryptoX

goodcrypto.app

Web1 ref

Top 10 Solana Sniper Bots in 2026 | Quicknode

quicknode.com

Web1 ref

nmweaver/soltrade: Python trading bot using the Solana blockchain.

github.com

Code1 ref

Solana Trading Bot | SOL - Bitsgap

bitsgap.com

Web1 ref

Build AI DEX Trading Agents on PancakeSwap Solana with ...

youtube.com

Video1 ref

Best Solana Telegram Trading Bots 2026: Which One Is Fastest?

learn.backpack.exchange

Web1 ref

▷ Dextools [Affordable, No-Code Tool] [2026] - Smithii

smithii.io

Web1 ref

Brand Identity

Brand Voice & Style

How AI perceives RPS AI's communication style and personality

RPS AI communicates with technical authority and professional confidence, speaking directly to sophisticated DeFi participants who understand blockchain infrastructure. The tone is data-driven and results-oriented, emphasizing measurable outcomes like risk-adjusted yields and improved liquidity depth. While highly technical, the brand maintains accessibility through clear explanations of complex concepts and focuses on solving real pain points like volatile launches and slippage. There's an underlying sense of innovation and forward-thinking, positioning AI as the natural evolution of on-chain finance.

Core Tone Traits

Technical & Authoritative

Speaks with deep expertise in DeFi, AI, and liquidity systems using industry-specific terminology

Results-Oriented

Focuses on measurable outcomes like optimized yields, reduced slippage, and improved price stability

Innovative & Forward-Thinking

Positions AI as essential infrastructure for the future of on-chain finance

Professional & Trustworthy

Emphasizes transparency, verified results, and backing from established industry players

Visual Identity

Primary

#0A1628

Secondary

#087BD9

Accent

#39A9F9

Background

#FFFFFF

Foreground

#111111

Backing

Investors

Orange 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 2, 2026.

Explore Decentralized Finance (DeFi)

View all

Hifi Finance

0/100

Start getting
recommended by AI.

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Frequently asked questions

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Businesses/Decentralized Finance (DeFi)/RPS AI

AI Visibility & Sentiment

RPS AI

Active Monitoring

rpslabs.io

Decentralized Finance (DeFi)Startups

AI Visibility Score

0/100

Invisible

Sentiment Score

63/100

Score by Priority

core

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe RPS AI today.

Working in your favor

Direct brand recognition exists within Claude and AIOverviews, confirming that the brand identity is indexed in the latent space of major LLMs.

High performance on the 'brand vibe check' indicates that when users already know RPS AI, the AI provides a top-tier summary of their value proposition.

Gaps to close

Zero visibility across critical category queries including 'Solana Liquidity & Market Making Optimization' and 'Institutional Treasury & Yield Management'.

Total absence of mentions for the 'Token Foundation Treasury Lead' and 'Institutional Crypto Portfolio Manager' personas, who are currently being directed to Wintermute and Hummingbot.

Failure to appear in any comparisons involving CLMMs like Orca and Raydium, despite these being primary use cases for the brand's technology.

Opportunities

Leverage the high brand-check ranking on Claude to bridge the gap into broader 'Solana DeFi' queries through strategic PR and technical documentation updates.

Highest-Impact Actions

Publish a series of technical deep-dives on 'AI-driven liquidity provision for CLMMs' specifically referencing Orca and Raydium.

LLMs currently associate these protocols with market making; RPS AI must create a documented association with these high-visibility competitors to appear in 'best of' lists.

Develop persona-specific landing pages and whitepapers targeting Token Foundation Treasury Leads.

This specific persona has 0% visibility for RPS AI but is actively served content about competitors like Kamino and Jupiter.

Optimize technical documentation for the term 'AI Copilot for Solana LP' to capture search intent found in real-time analytics queries.

The query 'help me find an ai copilot for tracking my lp positions' is a direct match for RPS AI’s capabilities but currently yields zero mentions.

Value Proposition

Overview

Mission

Products & Services

Current State

Visibility Landscape

A high-level view of how RPS AI 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	70	97	70	97
“What do you know about RPS AI? What do they do and what's their reputation?”	Yes	#1	Yes	#1
Core6q Product/service category queries	0	0	0	0
“how to automate market making for my solana token, looking for specific platforms”	No	No	No	No
“help me find a treasury management tool for a solana-based foundation”	—	No	No	No
“help me find an ai copilot for tracking my lp positions on solana”	No	No	No	No
“best ai-powered market makers for clmms like orca and raydium”	No	No	No	No
“need a hand setting up professional liquidity for a crypto project on solana”	—	No	No	No
“how can we automate stablecoin yield strategies and on-chain fx”	—	No	No	No
Growth Areas1q Adjacent, aspirational & visionary	0	0	0	0
“most trusted on-chain liquidity providers for institutional investors on solana”	No	No	No	No

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

Yes

“how to automate market making for my solana token, looking for specific platforms”

“help me find a treasury management tool for a solana-based foundation”

—

“help me find an ai copilot for tracking my lp positions on solana”

“best ai-powered market makers for clmms like orca and raydium”

“need a hand setting up professional liquidity for a crypto project on solana”

—

“how can we automate stablecoin yield strategies and on-chain fx”

—

“most trusted on-chain liquidity providers for institutional investors on solana”

Competitive Landscape

Orca

46 mentions

Raydium

42 mentions

Kamino Finance

32 mentions

Helius

25 mentions

Jupiter

24 mentions

Meteora

24 mentions

Wintermute

23 mentions

Hummingbot

19 mentions

GSR

16 mentions

Solana

15 mentions

RPS AI

0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Direct brand recognition exists within Claude and AIOverviews, confirming that the brand identity is indexed in the latent space of major LLMs.

Strength

High performance on the 'brand vibe check' indicates that when users already know RPS AI, the AI provides a top-tier summary of their value proposition.

Gap

Zero visibility across critical category queries including 'Solana Liquidity & Market Making Optimization' and 'Institutional Treasury & Yield Management'.

Recommended Actions

Publish a series of technical deep-dives on 'AI-driven liquidity provision for CLMMs' specifically referencing Orca and Raydium.

LLMs currently associate these protocols with market making; RPS AI must create a documented association with these high-visibility competitors to appear in 'best of' lists.

Develop persona-specific landing pages and whitepapers targeting Token Foundation Treasury Leads.

This specific persona has 0% visibility for RPS AI but is actively served content about competitors like Kamino and Jupiter.

Optimize technical documentation for the term 'AI Copilot for Solana LP' to capture search intent found in real-time analytics queries.

The query 'help me find an ai copilot for tracking my lp positions' is a direct match for RPS AI’s capabilities but currently yields zero mentions.

Programmatic Testing

Sample Conversations

ChatGPT

Claude

Gemini

AI Overviews

Solana Liquidity & Market Making Optimization(3 queries)

“how to automate market making for my solana token, looking for specific platforms”

0/4 platforms mentioned

Core

ChatGPT

1.Solana

2.Serum

3.Orca

4.Raydium

5.Saber

+22 more

Claude

1.Solana

2.Raydium

3.Magic Eden LaunchPad

4.Orca

5.Uniswap v3

+3 more

Gemini

1.Meteora

2.Kamino Finance

3.Orca

4.Hummingbot

5.OpenBook

+12 more

AI Overviews

1.DexScreener

2.DEXTools

3.Smithii Market Maker Bot

4.Solana

5.Bitsgap

+11 more

“best ai-powered market makers for clmms like orca and raydium”

0/4 platforms mentioned

Core

The Token Foundation Treasury Lead · Head of Treasury

ChatGPT

1.Orca Whirlpools

2.Raydium CLMM

3.GSR

4.Wintermute

5.Cumberland

+13 more

Claude

1.Wintermute

2.Orca

3.Raydium

4.GSR Markets

5.Elixir Protocol

+1 more

Gemini

1.Orca

2.Raydium

3.GSR

4.Wintermute

5.Kamino Finance

+7 more

AI Overviews

1.Orca

2.Raydium

3.Kamino

4.Meteora

5.DLMM

+5 more

“need a hand setting up professional liquidity for a crypto project on solana”

0/3 platforms mentioned

Core

The Token Foundation Treasury Lead · Head of Treasury

Claude

1.GSR Markets

2.Wintermute

3.Jump Crypto

4.Amber Group

5.Solana Dashboard

+3 more

Gemini

1.Goldman

2.Solana

3.GSR

4.Wintermute

5.USDC

+12 more

AI Overviews

1.Raydium

2.OpenBook

3.Meteora

4.Orca

5.Kamino Finance

+5 more

Source Intelligence

Citations

Hummingbot

hummingbot.io

Web1 ref

Solana Web3.js

github.com

Code1 ref

Jupiter aggregator

jup.ag

Web1 ref

Pyth Network

pyth.network

Web1 ref

Market Maker Bot Solana: Boost your token in 5 minutes

smithii.io

Web1 ref

Best Solana Volume Bot: boost in 1 minute - Smithii

smithii.io

Web1 ref

Solana Market Maker Bot - CryptoNinja0331 - GitHub

github.com

Code1 ref

Helius - Solana's Leading RPC and API Platform

helius.dev

Web1 ref

Solana Trading Bot - goodcryptoX

goodcrypto.app

Web1 ref

Top 10 Solana Sniper Bots in 2026 | Quicknode

quicknode.com

Web1 ref

nmweaver/soltrade: Python trading bot using the Solana blockchain.

github.com

Code1 ref

Solana Trading Bot | SOL - Bitsgap

bitsgap.com

Web1 ref

Build AI DEX Trading Agents on PancakeSwap Solana with ...

youtube.com

Video1 ref

Best Solana Telegram Trading Bots 2026: Which One Is Fastest?

learn.backpack.exchange

Web1 ref

▷ Dextools [Affordable, No-Code Tool] [2026] - Smithii

smithii.io

Web1 ref

Brand Identity

Brand Voice & Style

How AI perceives RPS AI's communication style and personality

Core Tone Traits

Technical & Authoritative

Speaks with deep expertise in DeFi, AI, and liquidity systems using industry-specific terminology

Results-Oriented

Focuses on measurable outcomes like optimized yields, reduced slippage, and improved price stability

Innovative & Forward-Thinking

Positions AI as essential infrastructure for the future of on-chain finance

Professional & Trustworthy

Emphasizes transparency, verified results, and backing from established industry players

Visual Identity

Primary

#0A1628

Secondary

#087BD9

Accent

#39A9F9

Background

#FFFFFF

Foreground

#111111

Backing

Investors

Orange Fund

Engineer content that makes AI agents recommend you

Data generated by Pendium.ai AI visibility scanning. Last scanned March 2, 2026.

Explore Decentralized Finance (DeFi)

View all

Hifi Finance

0/100

RPS AI

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Decentralized Finance (DeFi)

Start gettingrecommended by AI.

Frequently asked questions

RPS AI

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Decentralized Finance (DeFi)

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.