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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StarkWare

Visibility55

Vibe88

Businesses/Blockchain Infrastructure/StarkWare

AI Visibility & Sentiment

StarkWare

StarkWare is a blockchain infrastructure company that develops STARK-based validity proofs to bring scalability, security, and privacy to blockchain networks. They offer both permissionless (Starknet) and enterprise (StarkEx) scaling solutions that power major DeFi and NFT platforms.

Active Monitoring

starkware.co

Blockchain Infrastructure Startups

AI Visibility Score

55/100

Moderate

Sentiment Score

88/100

Score by Reach

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe StarkWare today.

StarkWare has established an unbreakable technical moat by dominating the Cairo programming language narrative, yet it suffers from erratic positioning in high-stakes Ethereum scaling and enterprise infrastructure searches. While the brand enjoys near-ubiquitous mention rates on ChatGPT, its fluctuating rank in competitive DeFi research allows rivals like Optimism and Arbitrum to claim the definitive top-of-mind spot in AI-driven decision-making.

Value Proposition

STARK-based validity proofs that enable Ethereum-secure, fast, and seamless blockchain scaling with unlimited computational integrity.

Overview

Mission

Bringing scalability, security, and privacy to a blockchain near you through STARK proof technology.

Products & Services

Starknet - Permissionless decentralized validity rollupStarkEx - Standalone validity rollup SaaS for enterprisesCairo - Programming language for STARK-provable programsDeveloper documentation and toolsStarkWare Labs research and development

Current State

Visibility Landscape

A high-level view of how StarkWare performs across AI platforms, broken down by strategic reach level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation Brand recognition & direct queries	65	65	56	40
Core Topics Product/service category queries	—	—	—	—
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

—

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

Optimism

40 mentions

Ethereum

38 mentions

Arbitrum

33 mentions

zkSync Era

26 mentions

Polygon

26 mentions

Polygon zkEVM

23 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Absolute dominance in Developer Stack & Language Adoption queries, consistently ranking #1 or #2 across ChatGPT, Claude, and Gemini for Cairo-related searches.

Strength

High mention frequency on ChatGPT (91%) and Claude (80%), ensuring the brand is part of the conversation in most ecosystem-wide technical evaluations.

Strength

Strong resonance with the Gas-Optimizing NFT Developer persona, achieving a 75% mention rate and establishing technical credibility in efficiency-focused niches.

Recommended Actions

Solidify the Enterprise Narrative

StarkWare currently ranks as low as #18 for enterprise infrastructure. Bridging the gap between 'highly technical' and 'enterprise-ready' is critical to capture the Strategy Director persona.

Stabilize Scaling Search Rankings

Positioning in Ethereum scaling research is too inconsistent (ranging from #1 to #27). Targeted technical benchmarks and case studies are needed to provide AI models with consistent 'proof' of leadership.

Optimize for AI Overviews Snippets

With only a 47% mention rate in AI Overviews, the brand is missing out on the most visible layer of search results. Implementing structured data and clear 'What is StarkWare' headers will improve this.

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

Ethereum Scaling & Efficiency Research(3 queries)

“help me pick an ethereum scaling solution for a new defi app”

3/4 platforms mentioned

Core

ChatGPT

1.Ethereum

2.Arbitrum

3.Optimism

4.zkSync Era

5.Polygon zkEVM

6.StarkNet

+36 more

Claude

1.Ethereum

2.Arbitrum

3.Optimism

4.Base

5.Coinbase

8.StarkNet

+2 more

Gemini

1.Ethereum

2.Arbitrum

3.Optimism

4.zkSync Era

5.Polygon zkEVM

+5 more

AI Overviews

1.Ethereum

2.Arbitrum

3.Uniswap

4.Aave

5.Base

10.Starknet

+9 more

“what are the best ways to reduce gas fees for a high-frequency trading bot on eth”

2/4 platforms mentioned

Core

The High-Throughput DeFi Architect · Senior Protocol Engineer

ChatGPT

1.Ethereum

2.Arbitrum Nitro

3.Optimism

4.OP Stack

5.zkSync Era

6.StarkNet

+11 more

Claude

1.Arbitrum

2.Optimism

3.Linea

4.zkSync Era

5.Flashbots

+3 more

Gemini

1.Ethereum

2.zkSync Era

3.StarkNet

4.StarkWare

5.Cairo

+6 more

AI Overviews

1.Ethereum

2.Flashbots

3.BeaverBuild

4.Titan

5.Solidity

+7 more

“compare the pros and cons of different rollup types like zk and optimistic for a gaming project”

2/3 platforms mentioned

Core

The High-Throughput DeFi Architect · Senior Protocol Engineer

Claude

1.Cairo

2.Circom

3.Arbitrum

4.Optimism

5.GMX

+6 more

Gemini

1.zkSync Era

2.Polygon zkEVM

3.Cairo

4.StarkNet

5.Arbitrum One

+4 more

AI Overviews

1.Coinbase

2.Ethereum

3.Hardhat

4.Foundry

5.Immutable

+1 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.

Top 5 Layer 2 Solutions: Ethereum L2 Networks to Watch in 2026 - RZLT

rzlt.io

Web1 ref

ZK Rollup Projects to Look For in 2026

zkrollups.io

Web1 ref

What Are the Top Ethereum Layer-2 Projects of 2026? - BingX

bingx.com

Social1 ref

Optimistic Rollups vs ZK-Rollups: The Ultimate Comparison

coinmarketcap.com

Web1 ref

Best Layer 2 Solutions: Which Networks Lead in 2026

mexc.com

Web1 ref

Best Layer 2 Solutions: Which Networks Lead in 2026 | MEXC News

mexc.co

Web1 ref

ZK Rollups vs Optimistic Rollups: Differences - Altius Labs

altiuslabs.xyz

Web1 ref

Optimistic vs ZK Rollups: Which Scaling Tech Will Dominate?

digitap.app

Web1 ref

Optimistic rollup vs ZK rollup - which one should you ... - Reddit

reddit.com

Forum1 ref

Best enterprise NFT platforms of February 2026 - FitGap

us.fitgap.com

Web1 ref

10 Fastest Growing Crypto Infrastructure Companies and ...

landbase.com

Web1 ref

Best NFT platforms of February 2026 - FitGap

us.fitgap.com

Web1 ref

Top 10 Blockchain Providers - Quicknode

quicknode.com

Web1 ref

Top NFT Marketplace Development Companies in USA for 2026

wildnetedge.com

Web1 ref

Top 30 Blockchain Development Companies in the USA for 2026

hourlydeveloper.io

Web1 ref

Competitive Landscape

Brands and products that AI platforms mention alongside or instead of StarkWare.

Optimism40 mentions

Ethereum38 mentions

StarkWare38 mentions

Arbitrum33 mentions

zkSync Era26 mentions

Polygon26 mentions

Polygon zkEVM23 mentions

Solidity15 mentions

Base14 mentions

Coinbase14 mentions

Alchemy14 mentions

Brand Identity

Brand Voice & Style

How AI perceives StarkWare's communication style and personality

StarkWare communicates with technical authority while maintaining accessibility for developers at various experience levels. The tone is pioneering and confident, reflecting their position as innovators in zero-knowledge cryptography. They balance deep technical content with clear explanations, using precise language that demonstrates expertise without being exclusionary. There's an underlying sense of mission-driven purpose, emphasizing the transformative potential of their technology for blockchain scalability.

Core Tone Traits

Technically Authoritative

Speaks with deep expertise in cryptography and blockchain, using precise terminology

Pioneering & Innovative

Positions as industry leaders pushing the boundaries of what's possible

Developer-Centric

Addresses technical audiences directly with practical, actionable information

Mission-Driven

Conveys purpose around democratizing blockchain scalability and security

Backing

Investors

Floodgate

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 February 27, 2026.

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Frequently asked questions

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STARK-based validity proofs that enable Ethereum-secure, fast, and seamless blockchain scaling with unlimited computational integrity.

AI Visibility Score

StarkWare has an AI visibility score of 57/100, rated as moderate. This score reflects how often and how prominently StarkWare appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

AI Perception Summary

Strengths

Absolute dominance in Developer Stack & Language Adoption queries, consistently ranking #1 or #2 across ChatGPT, Claude, and Gemini for Cairo-related searches.
High mention frequency on ChatGPT (91%) and Claude (80%), ensuring the brand is part of the conversation in most ecosystem-wide technical evaluations.
Strong resonance with the Gas-Optimizing NFT Developer persona, achieving a 75% mention rate and establishing technical credibility in efficiency-focused niches.

Visibility Gaps

Severe volatility in general Ethereum Scaling & Efficiency Research, with rankings swinging wildly from #1 to #27, indicating a lack of consistent authoritative citations.
Underperformance in Enterprise-Grade Infrastructure queries, particularly on Claude where it languishes at position #18, trailing behind competitors who are better positioned as mature corporate solutions.
Lower visibility on AI Overviews (47%) compared to conversational LLMs, suggesting a need for more structured, snippet-friendly technical documentation.

Competitors in AI Recommendations

Optimism: 40 mentions
Ethereum: 38 mentions
Arbitrum: 33 mentions
zkSync Era: 26 mentions
Polygon: 26 mentions
Polygon zkEVM: 23 mentions
Solidity: 15 mentions
Base: 14 mentions
Coinbase: 14 mentions
Alchemy: 14 mentions
zkSync: 14 mentions
Arbitrum One: 13 mentions
Hardhat: 12 mentions
Infura: 12 mentions
QuickNode: 12 mentions

Categories: Blockchain Infrastructure

Tags: Startups