Pendium
StarkWare
StarkWare
Visibility52
Vibe88
Businesses/Blockchain Infrastructure/StarkWare
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 InfrastructureStartups
AI Visibility Score
52/100

Moderate

Sentiment Score
88/100
AI Perception

Summary

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

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.

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
Agent Breakdown

AI Platforms

How often do different AI platforms reference StarkWare?

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Conversation Analysis

Topics

What conversations is StarkWare included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend StarkWare 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
Ethereum Scaling & Efficiency Research(3 queries)

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

3/4 platforms mentioned

ChatGPTChatGPT
1.Ethereum
2.Arbitrum
3.Optimism
4.zkSync Era
5.Polygon zkEVM
6.StarkNet

+36 more

ClaudeClaude
1.Ethereum
2.Arbitrum
3.Optimism
4.Base
5.Coinbase
8.StarkNet

+2 more

GeminiGemini
1.Ethereum
2.Arbitrum
3.Optimism
4.zkSync Era
5.Polygon zkEVM

+5 more

AI OverviewsAI 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

ChatGPTChatGPT
1.Ethereum
2.Arbitrum Nitro
3.Optimism
4.OP Stack
5.zkSync Era
6.StarkNet

+11 more

ClaudeClaude
1.Arbitrum
2.Optimism
3.Linea
4.zkSync Era
5.Flashbots

+3 more

GeminiGemini
1.Ethereum
2.zkSync Era
3.StarkNet
4.StarkWare
5.Cairo

+6 more

AI OverviewsAI 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

ClaudeClaude
1.Cairo
2.Circom
3.Arbitrum
4.Optimism
5.GMX

+6 more

GeminiGemini
1.zkSync Era
2.Polygon zkEVM
3.Cairo
4.StarkNet
5.Arbitrum One

+4 more

AI OverviewsAI Overviews
1.Coinbase
2.Ethereum
3.Hardhat
4.Foundry
5.Immutable

+1 more

Enterprise Grade Infrastructure Selection(1 query)

“best enterprise-grade blockchain infrastructure for large scale nft marketplaces”

1/4 platforms mentioned

ChatGPTChatGPT
1.Ethereum
2.Arbitrum
3.Optimism
4.Polygon zkEVM
5.zkSync Era

+48 more

ClaudeClaude
1.Polygon
2.Ethereum
3.OpenSea
4.Rarible
5.Solana
18.StarkNet

+17 more

GeminiGemini
1.Solana
2.Polygon
3.Matic
4.Ethereum
5.BNB Smart Chain

+7 more

AI OverviewsAI Overviews
1.Solana
2.Polygon
3.Starbucks
4.Nike
5.Flow

+7 more

Developer Stack & Language Adoption(1 query)

“is cairo a good language for developers to learn in 2026 or should i stick to solidity”

4/4 platforms mentioned

ChatGPTChatGPT
1.Ethereum
2.Cairo
3.StarkNet
4.Hardhat
5.Foundry

+13 more

ClaudeClaude
1.Cairo
2.Starknet
3.Solidity
4.Ethereum
GeminiGemini
1.Cairo
2.Solidity
3.StarkNet
4.Ethereum
5.Polygon

+7 more

AI OverviewsAI Overviews
1.Solidity
2.Cairo
3.Ethereum
4.Ethereum Virtual Machine
5.Rust

+1 more

Infrastructure Trust & Ecosystem Reliability(1 query)

“most trusted ethereum layer 2 scaling platforms for long-term projects”

3/4 platforms mentioned

ChatGPTChatGPT
1.Arbitrum
2.Nitro
3.Optimism
4.OP Stack
5.Optimism Collective
9.StarkNet

+38 more

ClaudeClaude
1.Arbitrum
2.Optimism
3.Base
4.Coinbase
5.Polygon
6.Starknet

+2 more

GeminiGemini
1.Ethereum
2.Arbitrum
3.Arbitrum One
4.Offchain Labs
5.Optimism
15.StarkNet

+11 more

AI OverviewsAI Overviews
1.Arbitrum One
2.Base
3.Coinbase
4.Optimism
5.World Chain

+5 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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.

Gap

Severe volatility in general Ethereum Scaling & Efficiency Research, with rankings swinging wildly from #1 to #27, indicating a lack of consistent authoritative citations.

Gap

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.

Gap

Lower visibility on AI Overviews (47%) compared to conversational LLMs, suggesting a need for more structured, snippet-friendly technical documentation.

Opportunity

Leverage the Cairo language monopoly to cross-pollinate visibility into 'Enterprise Scaling' by creating documentation that links language security to corporate risk mitigation.

Opportunity

Aggressively target the 'High-Throughput DeFi Architect' persona by optimizing content around L2 trust and long-term ecosystem reliability, where current rankings are weakest.

Opportunity

Improve average positioning on ChatGPT from 9.7 to sub-5.0 by securing more diverse third-party technical reviews to stabilize the model's 'mixed sentiment' assessment.

Technical Health

Site Health for AI Visibility

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

93/100
18 passed 2 warnings
Audited 2/27/2026
Crawlability100

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO95

Titles, descriptions, headings

Content Quality73

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG100

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Warnings

!

1 render-blocking resource(s) detected

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

!

Title may be truncated in search results (97 characters)

Shorten the title to under 60 characters.

!

Meta description may be truncated (195 characters)

Shorten to under 160 characters.

!

Content may be too short

Expand your content to at least 500 words with valuable information.

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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

Competitive Landscape

Related Ecosystem

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

1Optimism40 mentions
2Ethereum38 mentions
3StarkWare38 mentions
4Arbitrum33 mentions
5zkSync Era26 mentions
6Polygon26 mentions
7Polygon zkEVM23 mentions
8Solidity15 mentions
9Base14 mentions
10Coinbase14 mentions
11Alchemy14 mentions
Source Intelligence

Citations

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

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

https://www.rzlt.io/blog/top-5-layer-2-solutions-for-ethereum-in-2026

Referenced in 2 queries

Review
ZK Rollup Projects to Look For in 2026

https://zkrollups.io/zk-rollup-projects/

Referenced in 1 query

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

https://bingx.com/en/learn/article/top-ethereum-layer-2-projects-to-watch

Referenced in 2 queries

Pitch Story
Optimistic Rollups vs ZK-Rollups: The Ultimate Comparison

https://coinmarketcap.com/academy/article/optimistic-rollups-vs-zk-rollups-the-ultimate-comparison

Referenced in 1 query

Review
Best Layer 2 Solutions: Which Networks Lead in 2026

https://www.mexc.com/news/758012

Referenced in 1 query

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

https://www.mexc.co/en-NG/news/758012

Referenced in 2 queries

Review
ZK Rollups vs Optimistic Rollups: Differences - Altius Labs

https://www.altiuslabs.xyz/learn/zk-rollups-and-optimistic-rollups-explained

Referenced in 2 queries

Review
Optimistic vs ZK Rollups: Which Scaling Tech Will Dominate?

https://digitap.app/news/guide/optimistic-vs-zk-rollups-which-scaling-tech-will-dominate

Referenced in 2 queries

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

https://www.reddit.com/r/ethdev/comments/1p5ofxm/optimistic_rollup_vs_zk_rollup_which_one_should/

Referenced in 2 queries

Join Discussion
Best enterprise NFT platforms of February 2026 - FitGap

https://us.fitgap.com/search/nft-platforms/enterprise

Referenced in 1 query

Review
10 Fastest Growing Crypto Infrastructure Companies and ...

https://www.landbase.com/blog/fastest-growing-crypto-infrastructure

Referenced in 2 queries

Review
Best NFT platforms of February 2026 - FitGap

https://us.fitgap.com/search/nft-platforms

Referenced in 1 query

Review
Content Engineering

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.

Impact: High
!

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.

Impact: High
~

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.

Impact: Medium
~

Convert Cairo Dominance into DeFi Authority

While developers love Cairo, DeFi architects are not yet fully sold on StarkWare as the #1 scaling choice. Content should explicitly link Cairo’s benefits to DeFi-specific gas savings.

Impact: Medium

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Data generated by Pendium.ai AI visibility scanning. Last scanned February 27, 2026.

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