Pendium
RPS AI
RPS AI
Visibility0
Vibe63
Businesses/Decentralized Finance (DeFi)/RPS AI
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
AI Visibility Score
0/100

Invisible

Sentiment Score
63/100
AI Perception

Summary

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.

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

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.

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
Agent Breakdown

AI Platforms

How often do different AI platforms reference RPS AI?

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Conversation Analysis

Topics

What conversations is RPS AI included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend RPS AI 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.

ChatGPTChatGPTClaudeClaudeGeminiGeminiAI OverviewsAI 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

ChatGPTChatGPT
1.Solana
2.Serum
3.Orca
4.Raydium
5.Saber

+22 more

ClaudeClaude
1.Solana
2.Raydium
3.Magic Eden LaunchPad
4.Orca
5.Uniswap v3

+3 more

GeminiGemini
1.Meteora
2.Kamino Finance
3.Orca
4.Hummingbot
5.OpenBook

+12 more

AI OverviewsAI 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

ChatGPTChatGPT
1.Orca Whirlpools
2.Raydium CLMM
3.GSR
4.Wintermute
5.Cumberland

+13 more

ClaudeClaude
1.Wintermute
2.Orca
3.Raydium
4.GSR Markets
5.Elixir Protocol

+1 more

GeminiGemini
1.Orca
2.Raydium
3.GSR
4.Wintermute
5.Kamino Finance

+7 more

AI OverviewsAI 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

ClaudeClaude
1.GSR Markets
2.Wintermute
3.Jump Crypto
4.Amber Group
5.Solana Dashboard

+3 more

GeminiGemini
1.Goldman
2.Solana
3.GSR
4.Wintermute
5.USDC

+12 more

AI OverviewsAI Overviews
1.Raydium
2.OpenBook
3.Meteora
4.Orca
5.Kamino Finance

+5 more

Institutional Treasury & Yield Management(2 queries)

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

0/3 platforms mentioned

ClaudeClaude
1.Squads Protocol
2.Marinade Finance
3.Messari
4.Gnosis Safe
5.Realms

+2 more

GeminiGemini
1.Squads
2.Squads Protocol
3.Squads Pro
4.SquadsX
5.Snowflake

+13 more

AI OverviewsAI Overviews
1.Squads Protocol
2.Pyth
3.Jito
4.Helium
5.Jupiter

+7 more

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

0/3 platforms mentioned

ClaudeClaude
1.Solana
2.Marinade Finance
3.Clockwork
4.Switchboard
5.Pyth Network

+15 more

GeminiGemini
1.Kamino Finance
2.Orca
3.Raydium
4.Meteora
5.Marginfi

+13 more

AI OverviewsAI Overviews
1.Aave
2.Morpho
3.Curve
4.Beefy Finance
5.Yearn Finance

+11 more

Real Time LP Analytics & Monitoring(1 query)

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

0/4 platforms mentioned

ChatGPTChatGPT
1.Step Finance
2.Phantom
3.Solflare
4.Helius
5.QuickNode

+22 more

ClaudeClaude
1.Jupiter Terminal
2.Jupiter Swap
3.Marinade Finance
4.Magic Eden
5.Tensor

+5 more

GeminiGemini
1.SonarWatch
2.Raydium
3.Orca
4.Meteora
5.Step Finance

+11 more

AI OverviewsAI Overviews
1.Eliza
2.ASCN.AI
3.Byreal
4.Nansen
5.Zerion

+6 more

Institutional DeFi Trust & Partner Evaluation(1 query)

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

0/4 platforms mentioned

ChatGPTChatGPT
1.Jump Crypto
2.Wintermute
3.GSR
4.Cumberland
5.B2C2

+18 more

ClaudeClaude
1.Jupiter Aggregator
2.Marinade Finance
3.Raydium
4.Magic Eden
5.Orca

+6 more

GeminiGemini
1.Raydium
2.Orca
3.Meteora
4.Phoenix
5.Ellipsis Labs

+6 more

AI OverviewsAI Overviews
1.Jupiter
2.Raydium
3.Orca
4.Kamino Finance
5.Drift Protocol

+10 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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'.

Gap

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.

Gap

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

Opportunity

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.

Opportunity

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

Technical Health

Site Health for AI Visibility

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

84/100
14 passed 5 warnings 1 issues
Audited 3/2/2026
Crawlability86

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO93

Titles, descriptions, headings

Content Quality47

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG82

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

!

2 render-blocking resource(s) detected

Consider deferring or async-loading non-critical scripts and stylesheets.

!

Title is too short (28 characters)

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

!

Few internal links on this page

Add more internal links to related pages on your site.

!

Missing Open Graph tags for social sharing

Add og:title, og:description, and og:image meta tags.

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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

Competitive Landscape

Related Ecosystem

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

1Orca46 mentions
2Raydium42 mentions
3Kamino Finance32 mentions
4Helius25 mentions
5Jupiter24 mentions
6Meteora24 mentions
7Wintermute23 mentions
8Hummingbot19 mentions
9GSR16 mentions
10Solana15 mentions
11RPS AI0 mentions
Content Engineering

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.

Impact: High
!

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.

Impact: High
~

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.

Impact: Medium

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Investors

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

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