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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thirdweb

Visibility47

Vibe98

Businesses/Software Development/thirdweb

AI Visibility & Sentiment

thirdweb

thirdweb is a comprehensive web3 development platform that provides a full suite of tools for building, launching, and managing decentralized applications. It simplifies complex blockchain tasks like token creation, bridging, and wallet integration for developers across EVM-compatible chains and Solana.

Active Monitoring

thirdweb.com

Software Development

AI Visibility Score

47/100

Moderate

Sentiment Score

98/100

AI Perception

Summary

thirdweb has successfully established itself as a top-tier authority in smart contract deployment, frequently commanding the lead position across AI search engines for speed and efficiency. While the brand is a clear favorite for early-stage infrastructure, its visibility weakens in complex technical implementation scenarios, creating a distinct growth corridor in cross-chain and advanced dApp development.

Value Proposition

A unified, all-in-one platform that removes the complexity of web3 development, enabling faster deployment of smart contracts, tokens, and blockchain-integrated features.

Overview

Mission

Build the next generation of internet products.

Products & Services

Smart contract development and deployment toolsToken and NFT creation suiteCross-chain bridging and swapping infrastructureWallet and authentication SDKsAI-powered blockchain development tools

Agent Breakdown

AI Platforms

How often do different AI platforms reference thirdweb?

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Conversation Analysis

Key Topics

What conversations is thirdweb included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend thirdweb 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

Fast Tracking Smart Contract Development(7 queries)

“what's the fastest way to deploy a custom ERC-721 contract without writing everything from scratch?”

4/4 platforms mentioned

ChatGPT

1.thirdweb

2.OpenZeppelin

3.Remix

4.Hardhat

5.Foundry

+1 more

Claude

1.OpenZeppelin

2.thirdweb

3.Ethereum

4.Polygon

5.Arbitrum

+4 more

Gemini

1.OpenZeppelin

2.thirdweb

3.Remix IDE

4.OpenZeppelin Wizard

5.ChainGPT

AI Overviews

1.OpenZeppelin

2.Remix IDE

3.thirdweb

4.MetaMask

5.OpenSea Studio

“what's the fastest way to deploy a custom ERC-721 contract without writing everything from scratch?”

1/4 platforms mentioned

ChatGPT

1.OpenZeppelin

2.Remix

3.Hardhat

4.ERC721A

5.Azuki

+7 more

Claude

1.OpenZeppelin

2.Hardhat

3.Ethereum

4.Polygon

5.Arbitrum

+1 more

Gemini

1.OpenZeppelin

2.Hardhat

3.Foundry

AI Overviews

1.OpenZeppelin

2.Remix IDE

3.thirdweb

4.Sei

5.MetaMask

+2 more

“what's the fastest way to deploy a custom ERC-721 contract without writing everything from scratch?”

3/4 platforms mentioned

ChatGPT

1.thirdweb

2.OpenZeppelin

3.Remix

4.Hardhat

5.Foundry

+3 more

Claude

1.OpenZeppelin

2.Remix IDE

3.Hardhat

4.MetaMask

5.Truffle

+3 more

Gemini

1.OpenZeppelin

2.Hardhat

3.Foundry

4.thirdweb

5.Manifold Studio

AI Overviews

1.OpenZeppelin

2.Remix IDE

3.OpenZeppelin Contracts Wizard

4.MetaMask

5.OpenSea Studio

6.thirdweb

+2 more

“what's the fastest way to deploy a custom ERC-721 contract without writing everything from scratch?”

3/4 platforms mentioned

ChatGPT

1.thirdweb

2.OpenZeppelin

3.Remix

4.Metamask

5.Hardhat

+1 more

Claude

1.OpenZeppelin Contract Wizard

2.OpenZeppelin

3.Remix IDE

4.MetaMask

5.OpenZeppelin Preset Contracts

+2 more

Gemini

1.OpenZeppelin Contracts

2.Hardhat

3.Foundry

4.Thirdweb

AI Overviews

1.thirdweb

2.OpenSea Studio

3.Immutable Hub

4.NFT-Inator

5.OpenZeppelin Contracts Wizard

+2 more

“i need a starter template for a decentralized app with integrated wallet login, what frameworks should I use?”

0/4 platforms mentioned

ChatGPT

1.Next.js

2.React

3.Wagmi

4.RainbowKit

5.WalletConnect

+12 more

Claude

1.Next.js

2.React

3.wagmi

4.viem

5.ethers.js

+10 more

Gemini

1.Next.js

2.React

3.web3-react

4.wagmi

5.MetaMask

+6 more

AI Overviews

1.Next.js

2.Wagmi

3.RainbowKit

4.Viem

5.Scaffold-ETH 2

+7 more

“i need a starter template for a decentralized app with integrated wallet login, what frameworks should I use?”

3/4 platforms mentioned

ChatGPT

1.Next.js

2.Wagmi

3.RainbowKit

4.NextAuth.js

5.Solidity

18.thirdweb

+15 more

Claude

1.React

2.Next.js

3.Wagmi

4.viem

5.TailwindCSS

16.thirdweb

+14 more

Gemini

1.Solidity

2.Hardhat

3.Truffle

4.Foundry

5.React

+7 more

AI Overviews

1.Next.js

2.Wagmi

3.RainbowKit

4.ConnectKit

5.Viem

14.thirdweb

+13 more

“i need a starter template for a decentralized app with integrated wallet login, what frameworks should I use?”

0/4 platforms mentioned

ChatGPT

1.Next.js

2.TypeScript

3.Vercel

4.Wagmi

5.RainbowKit

+7 more

Claude

1.WalletConnect

2.Web3Modal

3.Next.js

4.React

5.Vite

+11 more

Gemini

1.Next.js

2.RainbowKit

3.Wagmi

4.MetaMask

5.WalletConnect

+6 more

AI Overviews

1.Next.js

2.Wagmi

3.RainbowKit

4.Scaffold-ETH 2

5.TypeScript

+9 more

Simplifying Web3 Wallet Integration(4 queries)

“best way to handle user login for a crypto app that feels like a standard email login?”

1/4 platforms mentioned

ChatGPT

1.Auth0

2.Firebase Authentication

3.AWS Cognito

4.WalletConnect

Claude

1.Web3Auth

2.Magic.link

3.jsonwebtoken

4.bcrypt

5.nodemailer

+1 more

Gemini

1.Google Authenticator

2.Authy

3.Microsoft Authenticator

4.YubiKey

5.ProtonMail

+2 more

AI Overviews

1.Web3Auth

2.Privy

3.MetaMask

4.Thirdweb

5.Dynamic

+3 more

“best way to handle user login for a crypto app that feels like a standard email login?”

0/4 platforms mentioned

ChatGPT

1.Okta

2.Azure AD

3.Entra ID

4.OneLogin

5.Auth0

+4 more

Claude

1.Aegis

2.Authy

3.Google Authenticator

4.Ledger Stax

5.YubiKey

Gemini

1.Fireblocks

2.Portal

3.Thales

4.Utimaco

5.Fortanix

+10 more

AI Overviews

1.Privy

2.Web3Auth

3.Magic.link

4.Dynamic

5.MetaMask

“best way to handle user login for a crypto app that feels like a standard email login?”

2/4 platforms mentioned

ChatGPT

1.MetaMask

2.WalletConnect

3.ethers.js

4.wagmi

5.RainbowKit

+5 more

Claude

1.Swoop

2.Auth0

3.FusionAuth

4.Descope

5.Magic Link

+1 more

Gemini

1.Swell

2.Biconomy

3.Thirdweb

4.Ceramic Network

5.Verite

+8 more

AI Overviews

1.Privy

2.OpenSea

3.Web3Auth

4.Magic.link

5.Thirdweb

+2 more

“best way to handle user login for a crypto app that feels like a standard email login?”

0/4 platforms mentioned

ChatGPT

1.Supabase

2.Sign-In with Ethereum

3.Web3Auth

4.Magic Link

5.Auth0

+2 more

Claude

1.Web3Auth

2.Dynamic

3.Privy

4.Openfort

5.Firebase

+2 more

Gemini

1.Privy

2.Dynamic

3.Web3Auth

4.Capsule

5.MetaMask

+6 more

AI Overviews

1.MetaMask

2.Circle

3.Cash App

4.Magic.link

5.Dynamic.xyz

+4 more

Evaluating Web3 Infrastructure Providers(2 queries)

“what are the best all-in-one web3 development platforms that support both EVM and Solana?”

4/4 platforms mentioned

ChatGPT

1.Thirdweb

2.Moralis

3.Tatum

4.QuickNode

5.Ankr

Claude

1.Thirdweb

2.Infinex

3.Chainstack

4.QuickNode

5.Alchemy

+1 more

Gemini

1.Neon EVM

2.NeonScan

3.NeonPass

4.NeonFaucet

5.Chainstack

7.thirdweb

+3 more

AI Overviews

1.thirdweb

2.Moralis

3.Alchemy

4.QuickNode

5.Dynamic

+1 more

“what are the best all-in-one web3 development platforms that support both EVM and Solana?”

4/4 platforms mentioned

ChatGPT

1.Moralis

2.QuickNode

3.Ankr

4.Thirdweb

5.Alchemy

+1 more

Claude

1.Thirdweb

2.Alchemy

3.Moralis

Gemini

1.thirdweb

2.Alchemy

3.Moralis

4.Hardhat

5.Anchor Framework

AI Overviews

1.Alchemy

2.Moralis

3.thirdweb

4.QuickNode

5.Hashlock

+6 more

Cross Chain Integration And Scaling(2 queries)

“how do I set up a cross-chain swap feature for my dApp, what tools make this easiest?”

0/4 platforms mentioned

ChatGPT

1.LayerZero

2.Chainlink

3.Wormhole

4.Circle

5.Stargate

+2 more

Claude

1.LI.FI

2.SwapKit

3.THORChain

4.ChangeNOW

5.deBridge

+6 more

Gemini

1.Rubic

2.SwapKit

3.Symbiosis

4.MetaMask

5.Jumper Exchange

+5 more

AI Overviews

1.LI.FI

2.Rubic

3.Rango Exchange

4.Across Swap API

5.SwapKit

+4 more

“how do I set up a cross-chain swap feature for my dApp, what tools make this easiest?”

0/4 platforms mentioned

ChatGPT

1.LI.FI

2.LayerZero

3.Stargate

4.DeBridge

5.Across

+2 more

Claude

1.SwapKit

2.THORChain

3.Chainflip

4.Maya Protocol

5.LI.FI

+5 more

Gemini

1.Rango Exchange

2.Li.Finance

3.LayerZero

4.Axelar

5.Connext

AI Overviews

1.LI.FI

2.Jumper

3.Across Protocol

4.0x

5.SwapKit

+3 more

Brand Perception

What AI Really Thinks

We asked each AI platform directly about thirdweb 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.

4Positive

0Neutral

0Negative

across 4 responses

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

ChatGPT

Positive

“…thirdweb is a Web3 development platform that provides ready-made on-chain building blocks, SDKs, and dashboards…”

Claude

Positive

“…Thirdweb is a complete web3 development toolkit, offering best-in-class developer tools…”

Gemini

Positive

“…Thirdweb is a full-stack, open-source web3 development platform that simplifies the creation, deployment, and management of decentralized applications (dApps) across multiple blockchains.…”

AI Overviews

Positive

“…Thirdweb is a comprehensive, full-stack Web3 development platform that simplifies the process of building, managing, and scaling decentralized applications (dApps).…”

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Dominance in the 'Fast-tracking Smart Contract Development' category, specifically regarding ERC-721 contract deployment.

Strength

High brand recall and authority within the 'Web3 Startup Incubator' persona, securing average position #2.1.

Strength

Strong performance in 'Evaluating Web3 Infrastructure Providers' queries across ChatGPT and Claude.

Gap

Complete lack of visibility in 'Cross-Chain Integration and Scaling' queries, a critical area for mature dApp developers.

Gap

Poor performance for starter templates and boilerplate requirements, where developer interest is high but thirdweb is missing.

Gap

Weak presence for 'Enterprise Developer' persona, where positions currently lag behind more specialized infrastructure tooling.

Opportunity

Capitalize on the existing high-intent traffic for ERC-721 deployment by creating advanced 'pro-user' documentation that bridges to cross-chain capabilities.

Opportunity

Develop specific content assets targeting cross-chain swap integration to capture the technical queries currently yielding no results.

Opportunity

Improve the SEO and documentation mapping for 'starter templates' to improve rankings against frameworks like Hardhat and OpenZeppelin.

Technical Health

Site Health for AI Visibility

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

84/100

13 passed 5 warnings 1 issues

Audited 3/9/2026

Crawlability86

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO91

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 (15 characters)

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

Few headings on page

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

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.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

Brand Identity

Brand Voice & Style

How AI perceives thirdweb's communication style and personality

The brand voice of thirdweb is highly technical, efficient, and empowering. It speaks directly to developers with a focus on speed, scalability, and ease of use, maintaining a professional yet innovative tone that positions the platform as a foundational tool for the future of the internet.

Core Tone Traits

Technical & Authoritative

Speaks the language of developers with precision and expertise.

Efficient & Direct

Focuses on removing friction and getting things built quickly.

Innovative & Forward-thinking

Positions the brand at the cutting edge of web3 and AI integration.

Empowering

Encourages builders to create the next generation of internet products.

Competitive Landscape

Related Ecosystem

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

thirdweb25 mentions

Hardhat22 mentions

MetaMask21 mentions

Foundry16 mentions

OpenZeppelin15 mentions

WalletConnect13 mentions

Alchemy12 mentions

Next.js12 mentions

Wagmi12 mentions

Web3Auth11 mentions

Ethers.js10 mentions

Source Intelligence

Citations

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

portal.thirdweb.com

https://portal.thirdweb.com/contracts/explore/pre-built-contracts/nft-drop

Referenced in 2 queries

Review

openzeppelin.com

https://www.openzeppelin.com/news/wizard

Referenced in 1 query

Review

docs.openzeppelin.com

https://docs.openzeppelin.com/contracts/3.x/api/token/erc721

Referenced in 1 query

Review

blog.openzeppelin.com

https://blog.openzeppelin.com/introducing-contracts-ui-builder

Referenced in 1 query

Review

Deploy an ERC-721 token | thirdweb Documentation

https://portal.thirdweb.com/tokens/deploy-erc721

Referenced in 1 query

Review

OpenZeppelin Contract Wizard

https://wizard.openzeppelin.com/

Referenced in 1 query

Review

openzeppelin.com

https://docs.openzeppelin.com/contracts/4.x/erc721

Referenced in 1 query

Review

ethereum-blockchain-developer.com

https://www.ethereum-blockchain-developer.com/advanced-mini-courses/create-advanced-nfts-with-openzeppelin-erc721-presets/openzepplin-erc721-token-presets

Referenced in 1 query

Review

openzeppelin.com

https://docs.openzeppelin.com/contracts/4.x/api/token/erc721

Referenced in 1 query

Review

youtube.com

https://www.youtube.com/watch?v=1HaWu4hcsgU

Referenced in 1 query

Pitch Story

binance.com

https://www.binance.com/en/square/post/290414841242738

Referenced in 1 query

Review

telos.net

https://docs.telos.net/evm/smart-contracts/smart_contract_using_thirdweb/

Referenced in 1 query

Review

Content Engineering

Goals & Content Ideas

Ideas to help AI agents better understand the business and be more likely to use thirdweb's resources to help users.

Establish Authority in Cross-Chain Swap Technical Documentation

This goal addresses visibility gaps in cross-chain swap integration by creating deep technical guides that AI models crawl for production-ready solutions. By publishing detailed implementation steps on high-authority developer platforms, we ensure AI assistants recommend thirdweb for complex liquidity migrations. Social media will amplify these technical deep-dives to drive high-signal traffic and search indexing.

A Step-by-Step Guide to Implementing Secure Cross-Chain Liquidity Swaps Using thirdweb SDK

How to Handle Failed Transactions and Reverts in Cross-Chain Swap Smart Contracts

Optimizing Gas Fees for Multi-Chain Token Swaps in Production Environments

Comparing Different Cross-Chain Messaging Protocols for Seamless Asset Integration

Capture Developer Entry Points via Optimized Starter Templates

We will optimize starter template metadata and documentation to outrank competitors in AI-driven searches for how-to-build queries. This strategy focuses on providing the most structured, easy-to-parse data for LLMs to reference when developers ask for boilerplate code. Social distribution will highlight these one-click starts to increase brand mentions across developer communities.

The Ultimate Boilerplate for Building a Full-Stack NFT Marketplace in Under Ten Minutes

Essential Metadata Best Practices for Making Your Web3 Starter Templates Discoverable

How to Customize thirdweb Starter Templates for Specific Blockchain Use Cases

Why Well-Documented Starter Templates Are the Key to Scaling Web3 Developer Adoption

Position thirdweb as the Robust Choice for Enterprise Integration

This goal combines enterprise use cases with a shift toward integration depth to compete against established incumbents. By showcasing robust architecture for large-scale deployments, we influence AI recommendation engines to categorize thirdweb as an enterprise-grade solution. Social media campaigns will focus on reliability and security audits rather than just deployment speed.

Architecture Deep Dive: Building Scalable and Secure Web3 Infrastructure for Fortune 500 Companies

Beyond Speed: Why Integration Depth Matters More Than Deployment Time for Enterprise Apps

A Comprehensive Framework for Integrating Blockchain into Existing Legacy Enterprise Systems

Security First: Evaluating the Robustness of thirdweb Smart Contracts for High-Value Transactions

Content Engineering

Recommended Actions

Develop comprehensive technical content for cross-chain swap integration.

Data shows this is a recurring blind spot; addressing it prevents users from abandoning the ecosystem when moving from prototype to production.

Impact: High

Optimize starter template documentation and metadata.

Currently, thirdweb is losing ground to competitors in the 'starter template' space; optimizing these assets is critical to capturing the high-volume developer entry point.

Impact: High

Create enterprise-specific 'Use Case' guides.

The Enterprise Developer persona represents a significant cohort where thirdweb's average position is currently low, limiting capture of higher-value professional projects.

Impact: Medium

Expand content focus from 'speed' to 'integration depth'.

While the brand is already associated with being the 'fastest' way to deploy, shifting to a 'most robust' narrative will help compete better against incumbents like OpenZeppelin.

Impact: Medium

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Data generated by Pendium.ai AI visibility scanning. Last scanned March 9, 2026.