Pendium
Macro
Macro
Visibility0
Vibe50
Businesses/Blockchain Security/Macro
Macro
AI Visibility & Sentiment

Macro

Macro is a boutique blockchain auditing and development firm that provides high-quality security services for web3 projects. They specialize in smart contract audits, protocol development, and architecture reviews, focusing on long-term partnerships with high-profile clients.

Active Monitoring
macroaudits.com
Blockchain Security
AI Visibility Score
0/100

Invisible

Sentiment Score
50/100
AI Perception

Summary

Macro currently maintains zero visibility across the most critical AI search and reasoning engines, effectively ceding the entire blockchain security narrative to established competitors like Trail of Bits and OpenZeppelin. While industry peers are capturing high-intent traffic from technical leads and founders seeking audit partners, Macro remains absent from these influential recommendation loops.

Value Proposition

An elite, boutique team that prioritizes audit quality over scale, offering deep technical expertise and flexible engagement models to ensure secure, reliable blockchain deployments.

Overview

Macro is a boutique blockchain auditing and development firm that provides high-quality security services for web3 projects. They specialize in smart contract audits, protocol development, and architecture reviews, focusing on long-term partnerships with high-profile clients.

Mission

To build and secure the next generation of web3 projects through elite, high-quality technical auditing and development.

Products & Services
Smart contract and Solana program auditsStablecoin protocol developmentEarly-stage architecture reviewProtocol design consultationGas optimization audits
Agent Breakdown

AI Platforms

How often do different AI platforms reference Macro?

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Conversation Analysis

Key Topics

What conversations is Macro included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Macro 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
Smart Contract And Program Audit Procurement(7 queries)

“how do I find a reputable firm for a solana program audit before mainnet”

0/4 platforms mentioned

ChatGPTChatGPT
1.OtterSec
2.Kudelski Security
3.Cyberscope
4.BlockSec
5.Marinade

+11 more

ClaudeClaude
1.Accretion
2.OtterSec
3.Raydium
4.CoinFabrik
5.Cyfrin

+2 more

GeminiGemini
1.Zellic
2.Halborn
3.Solana Foundation
4.Trail of Bits
5.Consensys Diligence

+8 more

AI OverviewsAI Overviews
1.CoinFabrik
2.Zellic
3.Solana Foundation
4.Wormhole
5.Pyth

+13 more

“how do I find a reputable firm for a solana program audit before mainnet”

0/4 platforms mentioned

ChatGPTChatGPT
1.Trail of Bits
2.Kudelski Security
3.Marinade
4.Neodyme
5.Lido

+11 more

ClaudeClaude
1.Halborn
2.Accretion
3.OtterSec
4.Raydium
5.Quantstamp

+3 more

GeminiGemini
1.Neodyme
2.BlockSec
3.Trail of Bits
4.ConsenSys Diligence
5.OtterSec

+14 more

AI OverviewsAI Overviews
1.Solana
2.Ethereum
3.Zellic
4.Solana Foundation
5.Wormhole

+13 more

“how do I find a reputable firm for a solana program audit before mainnet”

0/4 platforms mentioned

ChatGPTChatGPT
1.OtterSec
2.Neodyme
3.Kudelski Security
4.Halborn
5.Cyfrin

+4 more

ClaudeClaude
1.CoinFabrik
2.OtterSec
3.Accretion
4.Cyfrin
5.Halborn
GeminiGemini
1.Trail of Bits
2.Quantstamp
3.CertiK
4.ConsenSys Diligence
5.Halborn
AI OverviewsAI Overviews
1.PixelPlex
2.Neodyme
3.OtterSec
4.Raydium
5.Zellic

+4 more

“how do I find a reputable firm for a solana program audit before mainnet”

0/4 platforms mentioned

ChatGPTChatGPT
1.Halborn
2.Kudelski Security
3.BlockSec
4.0xGuard
5.Cyfrin

+5 more

ClaudeClaude
1.Halborn
2.OtterSec
3.CoinFabrik
4.Accretion
5.Cyfrin
GeminiGemini
1.Zellic
2.Drift
3.Mango
4.Phoenix
5.Halborn

+11 more

AI OverviewsAI Overviews
1.Helius
2.Neodyme
3.OtterSec
4.Zellic
5.Halborn

+6 more

“what is the best process for auditing a complex defi protocol, who are the top firms for this”

0/4 platforms mentioned

ChatGPTChatGPT
1.OpenZeppelin
2.ConsenSys Diligence
3.Certora
4.Echidna
5.Sherlock

+6 more

ClaudeClaude
1.Cyfrin
2.ZKsync
3.Chainlink
4.Wormhole
5.Securitize

+20 more

GeminiGemini
1.Slither
2.MythX
3.Oyente
4.Echidna
5.Foundry

+7 more

AI OverviewsAI Overviews
1.Zealynx

“what is the best process for auditing a complex defi protocol, who are the top firms for this”

0/4 platforms mentioned

ChatGPTChatGPT
1.OpenZeppelin
2.Trail of Bits
3.CertiK
4.Immunefi
5.ConsenSys Diligence

+5 more

ClaudeClaude
1.CertiK
2.Slither
3.Trail of Bits
4.Quantstamp
5.Zellic

+11 more

GeminiGemini
1.Slither
2.Mythril
3.Trail of Bits
4.ConsenSys Diligence
5.CertiK

+5 more

AI OverviewsAI Overviews
1.Slither
2.Echidna
3.Trail of Bits
4.OpenZeppelin
5.Compound

+7 more

“what is the best process for auditing a complex defi protocol, who are the top firms for this”

0/4 platforms mentioned

ChatGPTChatGPT
1.OpenZeppelin
2.Slither
3.Echidna
4.Manticore
5.Trail of Bits

+12 more

ClaudeClaude
1.CertiK
2.Binance
3.OKEx
4.Aave
5.Polygon

+31 more

GeminiGemini
1.Slither
2.Mythril
3.Securify
4.Foundry
5.Echidna

+10 more

AI OverviewsAI Overviews
1.Zealynx
2.Trail of Bits
3.Slither
4.Echidna
5.Cyfrin

+9 more

Protocol Development And Architectural Planning(6 queries)

“help me outline the architecture for a new stablecoin protocol and tell me what security firms specialize in this”

0/4 platforms mentioned

ChatGPTChatGPT
1.Chainlink
2.Band Protocol
3.Trail of Bits
4.CertiK
5.OpenZeppelin

+10 more

ClaudeClaude
1.OpenZeppelin
2.Tether
3.MakerDAO
4.Origin
5.Mountain Protocol

+6 more

GeminiGemini
1.CertiK
2.QuillAudits
3.Safe Edges
4.OpenZeppelin
5.ChainSecurity

+2 more

AI OverviewsAI Overviews
1.DAI
2.TRM Labs
3.Halborn
4.Sherlock
5.Trail of Bits

+6 more

“help me outline the architecture for a new stablecoin protocol and tell me what security firms specialize in this”

0/4 platforms mentioned

ChatGPTChatGPT
1.CertiK
2.Trail of Bits
3.OpenZeppelin
4.ConsenSys Diligence
5.Kudelski Security

+5 more

ClaudeClaude
1.OpenZeppelin
2.Tether
3.Origin Dollar
4.USDM
5.QuillAudits

+8 more

GeminiGemini
1.Chainlink
2.CertiK
3.Trail of Bits
4.OpenZeppelin
5.ConsenSys Diligence

+2 more

AI OverviewsAI Overviews
1.BitGo
2.Chainlink
3.Circle
4.Wormhole
5.Chainalysis

+2 more

“help me outline the architecture for a new stablecoin protocol and tell me what security firms specialize in this”

0/4 platforms mentioned

ChatGPTChatGPT
1.OpenZeppelin
2.ConsenSys Diligence
3.Chainlink
4.Band Protocol
5.OpenZeppelin Defender

+16 more

ClaudeClaude
1.Sherlock
2.BlockSec
3.Phalcon
4.Trail of Bits
5.Nethermind Security

+12 more

GeminiGemini
1.Basis
2.Tether
3.USDC
4.Circle
5.DAI

+9 more

AI OverviewsAI Overviews
1.Thunes
2.Anchorage Digital
3.USDC
4.CCTP
5.Chainlink

+14 more

“help me outline the architecture for a new stablecoin protocol and tell me what security firms specialize in this”

0/4 platforms mentioned

ChatGPTChatGPT
1.MakerDAO
2.Chainalysis
3.Certora
4.OpenZeppelin
5.ConsenSys Diligence

+13 more

ClaudeClaude
1.ChainSecurity
2.Certora
3.Sherlock
4.MakerDAO
5.DAI

+6 more

GeminiGemini
1.Hacken
2.Safe Edges
3.QuillAudits
4.OpenZeppelin
5.Trail of Bits

+3 more

AI OverviewsAI Overviews
1.Chainlink
2.USDC
3.USDT
4.DAI
5.FRAX

+16 more

“my defi project is running into high gas costs, who can help me optimize my smart contracts”

0/4 platforms mentioned

ChatGPTChatGPT
1.Certora Prover
2.Certora
3.Trail of Bits
4.OpenZeppelin Security
5.ConsenSys Diligence

+11 more

ClaudeClaude
1.OpenZeppelin
2.Trail of Bits
3.Certora
4.Spearbit
5.Code4rena

+4 more

GeminiGemini
1.Trail of Bits
2.ConsenSys Diligence
3.OpenZeppelin
4.Certik
5.Hardhat

+1 more

AI OverviewsAI Overviews
1.Cyfrin
2.MakerDAO
3.Uniswap
4.ChainSecurity
5.Trail of Bits

+12 more

“my defi project is running into high gas costs, who can help me optimize my smart contracts”

0/4 platforms mentioned

ChatGPTChatGPT
1.Gaslite
2.ConsenSys Diligence
3.OpenZeppelin
4.Linea
5.Scroll

+13 more

ClaudeClaude
1.OpenZeppelin
2.Hacken
3.Consensys Diligence
4.Hashlock
5.CertiK

+6 more

GeminiGemini
1.ConsenSys
2.Alchemy
3.OpenZeppelin
4.ChainSafe
5.CertiK

+5 more

AI OverviewsAI Overviews
1.Cyfrin
2.OpenZeppelin
3.Consensys Diligence
4.Hashlock
5.Pharos Production

+12 more

Security Provider Research And Trust Evaluation(2 queries)

“what should I look for when evaluating blockchain security audit firms”

0/4 platforms mentioned

ChatGPTChatGPT
1.Trail of Bits
2.ConsenSys Diligence
3.OpenZeppelin
4.Sigma Prime
5.ChainSecurity

+7 more

ClaudeClaude

No brands listed

GeminiGemini
1.CertiK
2.Skynet
3.ConsenSys Diligence
4.OpenZeppelin
5.Quantstamp

+4 more

AI OverviewsAI Overviews
1.Slither
2.Mythril
3.Hashlock
4.Milk Road

“what should I look for when evaluating blockchain security audit firms”

0/4 platforms mentioned

ChatGPTChatGPT
1.Trail of Bits
2.ConsenSys Diligence
3.OpenZeppelin
4.ChainSecurity
5.Certora Prover

+3 more

ClaudeClaude
1.CertiK
2.Trail of Bits
3.OtterSec
4.Solana
5.Sui

+2 more

GeminiGemini
1.Certora Prover
2.Mythril
3.Trail of Bits
4.Slither
5.ConsenSys Diligence

+5 more

AI OverviewsAI Overviews
1.Quantstamp
2.GitHub
3.Slither
4.Mythril
5.Hashlock
Brand Perception

What AI Really Thinks

We asked each AI platform directly about Macro 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.

0Positive
4Neutral
0Negative
across 4 responses

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

ChatGPTChatGPT
Neutral

No snippet captured

ClaudeClaude
Neutral

No snippet captured

GeminiGemini
Neutral

No snippet captured

AI OverviewsAI Overviews
Neutral

No snippet captured

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

No current competitive strengths identified in the AI landscape.

Gap

Total absence from Smart Contract and Program Audit Procurement queries which are dominated by competitors.

Gap

Failure to reach technical decision-makers, specifically Web3 founders and lead auditors searching for architectural guidance.

Gap

Lack of presence in high-intent conversations regarding Solana program audits and complex DeFi protocol development.

Opportunity

Aggressively optimize content for technical queries related to stablecoin architecture and DeFi protocol gas optimization.

Opportunity

Establish authority in the Solana audit space through AI-indexed technical documentation and thought leadership.

Opportunity

Align brand expertise with the specific evaluation criteria founders use when vetting security firms to ensure inclusion in AI-generated shortlist recommendations.

Technical Health

Site Health for AI Visibility

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

87/100
15 passed 3 warnings 1 issues
Audited 3/9/2026
Crawlability83

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO91

Titles, descriptions, headings

Content Quality60

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

Critical Issues

!

Content is too thin

Expand your content to at least 300-500 words with valuable information.

Warnings

!

No robots.txt file found

Create a robots.txt file at your domain root. Optional but recommended.

!

2 render-blocking resource(s) detected

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

!

Title is too short (5 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.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan
Brand Identity

Brand Voice & Style

How AI perceives Macro's communication style and personality

Macro communicates with a tone that is highly authoritative and technically precise, reflecting their status as elite security experts. They maintain a professional, transparent, and partnership-oriented demeanor, prioritizing trust and clear communication over marketing fluff.

Core Tone Traits

Authoritative & Expert

Demonstrates deep technical knowledge and industry-leading security standards.

Transparent & Direct

Communicates clearly about processes, findings, and the value of their work.

Professional & Reliable

Maintains a serious, high-integrity approach suitable for high-stakes financial protocols.

Partnership-Oriented

Focuses on long-term relationships and collaborative problem-solving with clients.

Competitive Landscape

Related Ecosystem

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

1Trail of Bits44 mentions
2OpenZeppelin33 mentions
3Consensys Diligence31 mentions
4CertiK30 mentions
5Quantstamp25 mentions
6Halborn24 mentions
7Hacken19 mentions
8OtterSec17 mentions
9Cyfrin16 mentions
10Slither16 mentions
11Macro0 mentions
Source Intelligence

Citations

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

osec.io

https://osec.io/services/

Referenced in 1 query

Review
cyberscope.io

https://www.cyberscope.io/blog/cyberscope-becomes-the-first-web3-security-auditor-listed-on-the-official-solana-ecosystem

Referenced in 1 query

Review
blocksec.com

https://blocksec.com/audits/solana-audit

Referenced in 1 query

Review
docs.marinade.finance

https://docs.marinade.finance/marinade-protocol/security/audits

Referenced in 1 query

Review
reddit.com

https://www.reddit.com/r/solana/comments/1rci0jz/what_should_i_budget_when_hiring_solana/

Referenced in 1 query

Join Discussion
osec.io

https://osec.io/

Referenced in 2 queries

Review
kudelskisecurity.com

https://kudelskisecurity.com/audits

Referenced in 1 query

Review
trailofbits.com

https://www.trailofbits.com/services/software-assurance/blockchain/

Referenced in 1 query

Review
openzeppelin.com

https://www.openzeppelin.com/security-services

Referenced in 1 query

Review
sec3.dev

https://www.sec3.dev/

Referenced in 1 query

Review
ackee.xyz

https://ackee.xyz/solana-auditors-bootcamp

Referenced in 1 query

Review
codeum.org

https://codeum.org/solana-program-audit

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 Macro's resources to help users.

Establish Technical Dominance Through Solana Security Whitepapers

This goal addresses the lack of deep technical documentation by producing high-authority research that AI models prioritize as source material. By publishing detailed protocol audits and Solana-specific security frameworks, Macro will become a primary citation for AI assistants answering complex blockchain queries. This strategy leverages deep-linkable technical assets to feed AI crawlers and improve recommendation accuracy.

A comprehensive security audit framework for Solana smart contracts focusing on common memory safety vulnerabilities.
Deep dive into Solana cross-program invocation risks and mitigation strategies for high-frequency DeFi protocols.
Comparative analysis of Solana and EVM security models highlighting unique attack vectors for modern developers.
Case study on securing high-TVL Solana protocols against flash loan exploits and architectural weaknesses.

Expand Digital Footprint Across High-Signal Technical Communities

To compete with industry giants like Trail of Bits, Macro must maintain a persistent presence on platforms where AI aggregators scrape security recommendations. This strategy involves contributing to industry-standard security discussions and technical forums to ensure the brand is surfaced in 'best of' audit firm lists. Increasing the volume of technical mentions across the web creates a stronger signal for AI discovery engines.

Technical breakdown of the most significant smart contract exploits of 2025 and their long-term security implications.
Best practices for implementing zero-knowledge proof verification in decentralized identity systems for maximum security.
A technical critique of emerging security standards for cross-chain interoperability protocols in the Web3 ecosystem.
Detailed walkthrough of using formal verification to secure complex DeFi liquid staking derivatives on-chain.

Define Industry Evaluation Criteria for Security Partners

This goal targets the evaluation phase of the buyer's journey by providing AI-optimized content that answers how to vet security firms. By defining the standard for excellence in blockchain security, Macro positions itself as the definitive expert and the logical recommendation for prospects using AI assistants. This content is designed to be easily parsed and cited by LLMs as authoritative guidance.

Seven critical questions to ask a blockchain security firm before signing a high-stakes audit contract.
The definitive checklist for evaluating the technical depth and experience of smart contract auditing teams.
Why audit quality outweighs firm size when securing institutional-grade decentralized finance infrastructure and protocols.
How to interpret security audit reports to prioritize risk mitigation and technical debt reduction effectively.
Content Engineering

Recommended Actions

!

Develop and publish high-authority technical whitepapers and audit case studies for the specific protocols and languages (like Solana) identified in high-intent queries.

AI models prioritize deep, authoritative technical documentation; by populating the web with these assets, you increase the likelihood of being cited as a trusted source.

Impact: High
!

Execute a digital footprint expansion strategy focusing on technical platforms where AI aggregators scrape data for 'best of' audit firm recommendations.

Competitors like Trail of Bits and OpenZeppelin currently dominate these segments by maintaining a persistent presence in industry-standard security discussions.

Impact: High
~

Create AI-optimized content addressing the 'evaluation criteria' for blockchain security partners.

By directly answering how to vet security firms, you position Macro as the definitive expert, increasing the chances of being served as a recommended solution for prospects searching for audit guidance.

Impact: Medium

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

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