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StarkWare
StarkWare
Visibility57
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
57/100

Moderate

Sentiment Score
88/100
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
57
OverviewLandscapeInsights & ActionsConversationsCitationsBrand Voice

Is this your business?

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.

Working in your favor

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.

Gaps to close

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.

Opportunities

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

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

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.

Highest-Impact Actions
1

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.

2

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.

3

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.

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
Current State

Visibility Landscape

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

ChatGPTChatGPT
ClaudeClaude
GeminiGemini
AI OverviewsAI Overviews

Reputation1q

Brand recognition & direct queries

97
97
97
97
“What do you know about StarkWare? What do they do and what's their reputation?”
#1
#1
#1
#1

Core6q

Product/service category queries

81
82
67
56
“help me pick an ethereum scaling solution for a new defi app”
#1
#3
No
#10
“best enterprise-grade blockchain infrastructure for large scale nft marketplaces”
#13
#18
No
No
“is cairo a good language for developers to learn in 2026 or should i stick to solidity”
#2
#1
#1
#1
“most trusted ethereum layer 2 scaling platforms for long-term projects”
#9
#6
#6
#9
“what are the best ways to reduce gas fees for a high-frequency trading bot on eth”
#6
#8
#3
No
“compare the pros and cons of different rollup types like zk and optimistic for a gaming project”
—
#1
#3
#8

Growth Areas

Adjacent, aspirational & visionary

—
—
—
—
ChatGPT
Claude
Gemini
AI Overviews

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

ChatGPT#1
Claude#1
Gemini#1
AI Overviews#1

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

ChatGPT#1
Claude#3
GeminiNo
AI Overviews#10

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

ChatGPT#13
Claude#18
GeminiNo
AI OverviewsNo

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

ChatGPT#2
Claude#1
Gemini#1
AI Overviews#1

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

ChatGPT#9
Claude#6
Gemini#6
AI Overviews#9

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

ChatGPT#6
Claude#8
Gemini#3
AI OverviewsNo

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

ChatGPT—
Claude#1
Gemini#3
AI Overviews#8
Competitive Landscape
1
Optimism
40 mentions
2
Ethereum
38 mentions
3
StarkWare
38 mentions
4
Arbitrum
33 mentions
5
zkSync Era
26 mentions
6
Polygon
26 mentions
7
Polygon zkEVM
23 mentions
8
Solidity
15 mentions
9
Base
14 mentions
10
Coinbase
14 mentions
11
Alchemy
14 mentions
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

1

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.

2

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.

3

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.

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

Core
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

Core
The High-Throughput DeFi Architect · Senior Protocol Engineer
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

Core
The High-Throughput DeFi Architect · Senior Protocol Engineer
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

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
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

Visual Identity

Primary

#28286E

Secondary

#FFFFFF

Accent

#F26B38

Background

#FFFFFF

Foreground

#111111

Backing

Investors

F
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

Don't see your question? Book a demo and we'll walk you through it.

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.

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

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.

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