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.

Roadmap Pricing

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Macro

Visibility0

Vibe50

Businesses/Blockchain Security/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

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

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Macro today.

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.

Working in your favor

No current competitive strengths identified in the AI landscape.

Gaps to close

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

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

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

Opportunities

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

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

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

Highest-Impact 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.

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.

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.

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

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

Current State

Visibility Landscape

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

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Brand recognition & direct queries	70	70	70	70
“What do you know about Macro? What do they do and what's their reputation?”	Yes	Yes	Yes	Yes
Core3q Product/service category queries	0	0	0	0
“how do I find a reputable firm for a solana program audit before mainnet”	No	No	No	No
“what should I look for when evaluating blockchain security audit firms”	No	No	No	No
“what is the best process for auditing a complex defi protocol, who are the top firms for this”	No	No	No	No
Growth Areas2q Adjacent, aspirational & visionary	0	0	0	0
“help me outline the architecture for a new stablecoin protocol and tell me what security firms specialize in this”	No	No	No	No
“my defi project is running into high gas costs, who can help me optimize my smart contracts”	No	No	No	No

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

Yes

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

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

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

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

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

Competitive Landscape

Trail of Bits

44 mentions

OpenZeppelin

33 mentions

Consensys Diligence

31 mentions

CertiK

30 mentions

Quantstamp

25 mentions

Halborn

24 mentions

Hacken

19 mentions

OtterSec

17 mentions

Cyfrin

16 mentions

Slither

16 mentions

Macro

0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

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.

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.

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.

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

Content Engineering

Content Ideas

Content designed to help AI agents learn about your category and recommend your brand.

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

Smart Contract And Program Audit Procurement(2 queries)

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

0/4 platforms mentioned

Core

ChatGPT

1.OtterSec

2.Kudelski Security

3.Cyberscope

4.BlockSec

5.Marinade

+11 more

Claude

1.Accretion

2.OtterSec

3.Raydium

4.CoinFabrik

5.Cyfrin

+2 more

Gemini

1.Zellic

2.Halborn

3.Solana Foundation

4.Trail of Bits

5.Consensys Diligence

+8 more

AI Overviews

1.CoinFabrik

2.Zellic

3.Solana Foundation

4.Wormhole

5.Pyth

+13 more

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

0/4 platforms mentioned

Core

The Risk-Averse DeFi Protocol Lead · Chief Technology Officer

ChatGPT

1.OpenZeppelin

2.ConsenSys Diligence

3.Certora

4.Echidna

5.Sherlock

+6 more

Claude

1.Cyfrin

2.ZKsync

3.Chainlink

4.Wormhole

5.Securitize

+20 more

Gemini

1.Slither

2.MythX

3.Oyente

4.Echidna

5.Foundry

+7 more

AI Overviews

1.Zealynx

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.

Services

osec.io

Macro

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

Macro

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.