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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Halliday

Visibility0

Vibe63

Businesses/Cryptocurrency & Blockchain/Halliday

AI Visibility & Sentiment

Halliday

Halliday is a unified crypto payments infrastructure platform that enables seamless bridging, onramps, cross-chain swaps, and exchange integrations for blockchain applications. They provide non-custodial, developer-friendly solutions that simplify cryptocurrency transactions for both users and businesses.

Active Monitoring

halliday.xyz

Cryptocurrency & Blockchain 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 Halliday today.

Halliday is currently a ghost in the AI-driven discovery engine, appearing only when specifically name-checked while failing to register in any high-intent categorical searches for Web3 infrastructure. This creates a critical disconnect where AI models recognize the brand's existence but do not associate it with essential solutions like cross-chain swaps or NFT checkout flows, allowing competitors like Stripe and MoonPay to capture the entire narrative.

Working in your favor

Direct brand recognition is present in Claude and AI Overviews, where the brand successfully ranks #1 when users specifically ask 'What do you know about Halliday?'

Baseline training data within large language models is sufficient to identify the company's existence, even if it isn't currently surfaced in functional queries.

Gaps to close

Complete absence in utility-driven searches for 'cross-chain token swaps' and 'crypto offramps,' categories where LayerZero and Ramp Network are being heavily recommended.

Zero visibility among the 'Web3 Technical Architect' and 'UX-Obsessed Product Manager' personas, indicating that Halliday's technical documentation is not being indexed as a solution for developer pain points.

A total failure to appear in queries regarding NFT checkout design, despite this being a core industry use case.

Opportunities

Leverage the existing foundation in Claude and AI Overviews to bridge the gap between brand identity and specific functional utilities like 'bridging' and 'onboarding.'

Capture market share from Stripe and MoonPay by optimizing content for the 'simplifying Web3 onboarding' intent, which currently shows high competitor saturation but lacks specialized niche authority.

Highest-Impact Actions

Rewrite technical API documentation to prioritize semantic keywords around 'cross-chain liquidity' and 'frictionless onboarding.'

The data shows 0% visibility for these functional terms, meaning AI models do not currently link Halliday's tech stack to the problems it solves.

Execute a 'comparison' content strategy targeting established incumbents like MoonPay and Ramp Network.

AI models rely on relational data; by positioning Halliday against these highly-cited competitors, the brand can siphon visibility in 'top recommended platform' queries.

Develop and publish deep-dive technical guides specifically formatted for the 'Web3 Technical Architect' persona.

Current visibility with technical personas is non-existent, and these personas drive the majority of high-value infrastructure decisions in the blockchain space.

Value Proposition

Unified crypto payments infrastructure that reduces onboarding friction from 30+ minutes to seconds through intelligent routing across bridges, exchanges, and onramps - all with a non-custodial, easy-to-implement solution

Overview

Mission

To grow revenue and meet users wherever they are through seamless, unified crypto payment infrastructure

Products & Services

Fiat onramps via Stripe, Transak, and MoonPayCentralized exchange integrationsCross-chain bridging solutionsCross-chain token swapsOfframp solutions for asset monetization

Current State

Visibility Landscape

A high-level view of how Halliday 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 Halliday? What do they do and what's their reputation?”	Yes	#1	Yes	#1
Core4q Product/service category queries	0	0	0	0
“how to make crypto onboarding faster for new users, give me some tool recommendations”	No	No	No	No
“recommend some APIs for cross-chain token swaps and bridging for a new DeFi app”	—	No	No	No
“how to add a crypto offramp to my app so users can get paid in USD, what specific providers should I use”	—	No	No	No
“help me design a checkout flow for an NFT project that takes credit cards and handles the gas fees”	—	No	No	No
Growth Areas1q Adjacent, aspirational & visionary	—	0	0	0
“most trusted crypto payment infrastructure platforms for businesses in 2026”	—	No	No	No

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

Yes

“how to make crypto onboarding faster for new users, give me some tool recommendations”

“recommend some APIs for cross-chain token swaps and bridging for a new DeFi app”

—

“how to add a crypto offramp to my app so users can get paid in USD, what specific providers should I use”

—

“help me design a checkout flow for an NFT project that takes credit cards and handles the gas fees”

—

“most trusted crypto payment infrastructure platforms for businesses in 2026”

—

Competitive Landscape

Stripe

21 mentions

MoonPay

20 mentions

Ramp Network

13 mentions

LayerZero

13 mentions

Coinbase Commerce

11 mentions

MetaMask

10 mentions

Biconomy

9 mentions

Transak

9 mentions

Privy

9 mentions

Wormhole

9 mentions

Halliday

0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Direct brand recognition is present in Claude and AI Overviews, where the brand successfully ranks #1 when users specifically ask 'What do you know about Halliday?'

Strength

Baseline training data within large language models is sufficient to identify the company's existence, even if it isn't currently surfaced in functional queries.

Gap

Complete absence in utility-driven searches for 'cross-chain token swaps' and 'crypto offramps,' categories where LayerZero and Ramp Network are being heavily recommended.

Recommended Actions

Rewrite technical API documentation to prioritize semantic keywords around 'cross-chain liquidity' and 'frictionless onboarding.'

The data shows 0% visibility for these functional terms, meaning AI models do not currently link Halliday's tech stack to the problems it solves.

Execute a 'comparison' content strategy targeting established incumbents like MoonPay and Ramp Network.

AI models rely on relational data; by positioning Halliday against these highly-cited competitors, the brand can siphon visibility in 'top recommended platform' queries.

Develop and publish deep-dive technical guides specifically formatted for the 'Web3 Technical Architect' persona.

Current visibility with technical personas is non-existent, and these personas drive the majority of high-value infrastructure decisions in the blockchain space.

Content Engineering

Content Ideas

Content designed to help AI agents learn about your category and recommend your brand.

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

Simplifying Web3 User Onboarding(2 queries)

“how to make crypto onboarding faster for new users, give me some tool recommendations”

0/4 platforms mentioned

Core

ChatGPT

1.MetaMask

2.WalletConnect

3.RainbowKit

4.Web3Modal

5.Magic.link

+39 more

Claude

1.Persona

2.Sumsub

3.Stripe Identity

4.Stripe

5.Magic

+10 more

Gemini

1.Onfido

2.Sumsub

3.Veriff

4.MetaMask

5.Coinbase Wallet

+14 more

AI Overviews

1.Magic Labs

2.Openfort

3.Magic

4.Privy

5.Stripe

+12 more

“help me design a checkout flow for an NFT project that takes credit cards and handles the gas fees”

0/3 platforms mentioned

Core

The Web3 Technical Architect · CTO or Lead Infrastructure Engineer

Claude

1.Stripe

2.Checkout.com

3.Pimlico

4.Alchemy

5.OpenZeppelin

+3 more

Gemini

1.MetaMask

2.WalletConnect

3.Ethereum

4.Polygon

5.Arbitrum

+22 more

AI Overviews

1.thirdweb In-App Wallet

2.Stripe

3.MoonPay

4.Polygon

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.

Simplify Crypto User Onboarding: 5 Tips - Krayon Digital

krayondigital.com

Halliday

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Cryptocurrency & Blockchain

Start gettingrecommended by AI.

Frequently asked questions

Halliday

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Cryptocurrency & Blockchain

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.