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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Inco

Visibility49

Vibe95

Businesses/Blockchain & Cryptocurrency/Inco

AI Visibility & Sentiment

Inco

Inco provides a confidentiality layer for blockchains, enabling developers to build privacy-preserving decentralized applications using advanced cryptographic methods like Fully Homomorphic Encryption (FHE), Multi-Party Computation (MPC), and Trusted Execution Environments (TEE). The platform integrates seamlessly with existing blockchains to unlock confidential DeFi, payments, and other use cases.

Active Monitoring

inco.org

Blockchain & Cryptocurrency Startups

AI Visibility Score

49/100

Moderate

Sentiment Score

95/100

AI Perception

Summary

Inco has established a formidable presence in high-intent developer environments, achieving a staggering 90% mention rate on Gemini and securing top-tier rankings for complex FHE implementation queries. While the brand dominates technical conversations on Claude and Gemini, it faces a critical visibility wall on ChatGPT, where its 13% mention rate allows competitors like Zama to control the broader market narrative.

Value Proposition

Full-stack privacy for blockchains that abstracts away cryptographic complexity, allowing developers to build confidential dapps using familiar tools like Solidity while leveraging enterprise-grade encryption methods

Overview

Mission

To be the missing layer of the blockchain stack, empowering smart contracts with confidentiality to unlock new use cases and pave the way for widespread Web3 adoption

Products & Services

Confidentiality layer for existing blockchainsEncrypted state storage onchainConfidential ERC20 frameworkProgrammable access controlHidden onchain randomness generation

Agent Breakdown

AI Platforms

How often do different AI platforms reference Inco?

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Conversation Analysis

Topics

What conversations is Inco included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Inco 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.

ChatGPT

Claude

Gemini

AI Overviews

Building Privacy Preserving Dapps(3 queries)

“how can I hide token balances in a defi app without making it too complex for users”

0/4 platforms mentioned

ChatGPT

1.MetaMask

2.WalletConnect

3.Plausible

4.Fathom

5.The Graph

+8 more

Claude

1.Metamask

2.Ledger Live

3.Aztec Protocol

4.Tornado Cash

5.libsodium.js

+1 more

Gemini

1.Lucide-React

2.FontAwesome

3.Zustand

4.Redux

5.Etherscan

+8 more

AI Overviews

1.Eleken

2.Trust Wallet

3.MetaMask

4.Coinbase

5.Solana

“help me build a private voting system on chain using encryption, what tools should I use”

1/3 platforms mentioned

Claude

1.Fhenix

2.Zama's fhevm

3.Aztec

4.Noir

5.libp2p-crypto

+3 more

Gemini

1.Fhenix

2.Inco

3.MACI

4.Zama

5.tfhe-rs

+14 more

AI Overviews

No brands listed

“best way to build a dark pool or private order book on ethereum”

2/3 platforms mentioned

Claude

1.Inco

2.Fhenix

3.Ethereum

4.Secret Network

5.Phala

+4 more

Gemini

1.Ethereum

2.EVM

3.Fhenix

4.fhEVM

5.tfhe-solidity

7.Inco Network

+19 more

AI Overviews

1.Springer Nature

2.Renegade

3.Arbitrum

4.Portal Gate

5.Zama

+6 more

Specific Privacy Tooling & Infrastructure Research(3 queries)

“need a confidential erc20 framework for a project, what's available for developers right now”

2/3 platforms mentioned

Claude

1.Aztec Network

2.Ethereum

3.Aave

4.Lens Protocol

5.tBTC

+11 more

Gemini

1.Zama

2.fhEVM

3.Fhenix

4.Inco Network

5.Noir

+10 more

AI Overviews

1.Inco Network

2.Circle Research

3.OpenZeppelin

4.Zama

5.Inco

+7 more

“how to do hidden onchain randomness without using chainlink vrf, looking for something fully encrypted”

3/3 platforms mentioned

Claude

1.Chainlink

2.Inco Network

3.Ethereum

4.Fhenix

5.Phala Network

+2 more

Gemini

1.Fhenix

2.Inco

3.fhevm

4.Zama

5.Oasis Sapphire

+4 more

AI Overviews

1.Chainlink VRF

2.EVM

3.Zama

4.fhEVM

5.Inco Network

+8 more

“what's the best confidentiality layer for evm chains that lets me keep using solidity”

2/3 platforms mentioned

Claude

1.Fhenix

2.Inco Network

3.Shutter Network

4.Gnosis Chain

5.Shutter

+2 more

Gemini

1.Ethereum

2.Solidity

3.Noir

4.Leo

5.Fhenix

9.Inco

+7 more

AI Overviews

1.Oasis Privacy Layer

2.Sapphire

3.Oasis Protocol

4.Aztec

5.Aleo

+10 more

Category Trust, Comparison & Alternative Evaluation(1 query)

“most trusted onchain privacy solutions for developers in 2026”

1/3 platforms mentioned

Claude

1.Circom

2.SnarkJS

3.Noir

4.Aztec

5.Aztec Labs

+14 more

Gemini

1.Ethereum Virtual Machine

2.Aztec Network

3.Ethereum

4.Bitcoin

5.Noir

13.Inco Network

+20 more

AI Overviews

1.Aztec Network

2.Ethereum

3.Zcash

4.Namada

5.Zama

+11 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Dominant performance on Claude (70% mention rate) and Gemini (90% mention rate) for high-complexity queries like 'private voting systems' and 'dark pools'.

Strength

Exceptional resonance with the Enterprise Web3 Strategist persona, maintaining a near-perfect average position of 1.6.

Strength

High visibility in Google AIOverviews for specific infrastructure queries such as 'confidential erc20 framework'.

Gap

Significant visibility vacuum on ChatGPT (13% mention rate), leaving the brand excluded from the most popular AI research platform.

Gap

Low authority in 'Category Trust' and 'Alternative Evaluation' queries, where it lags behind Zama and Aztec in sentiment and rank.

Gap

Mixed sentiment among 'Privacy Tech Researchers', indicating a lack of high-authority technical validation in the training data.

Opportunity

Leverage the high mention rate on Gemini to drive traffic to technical documentation for 'hidden onchain randomness'.

Opportunity

Aggressively target Zama's dominant share by creating comparison-focused content that bridges the 'Category Trust' gap.

Opportunity

Utilize the strong position in AIOverviews to become the definitive source for confidential DeFi framework inquiries.

Technical Health

Site Health for AI Visibility

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

88/100

17 passed 6 warnings

Audited 3/2/2026

Crawlability90

Can AI bots find your pages?

Technical90

SSL, mobile, doctype basics

On-Page SEO87

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

4 render-blocking resources are slowing initial render

Defer non-critical JS with async/defer. Inline critical CSS. Move stylesheets to load asynchronously.

Meta description is too short (65 characters)

Expand the description to 150-160 characters with a clear value proposition.

Page has 2 H1 tags. Best practice is one.

Use a single H1 for the main heading, and H2-H6 for subheadings.

Content may be too short

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

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

Brand Identity

Brand Voice & Style

How AI perceives Inco's communication style and personality

Inco communicates with technical authority while remaining accessible to developers of varying experience levels. The brand voice balances cutting-edge cryptographic innovation with practical, developer-friendly messaging. Content is educational yet engaging, emphasizing that complex privacy technology can be simple to implement. The tone conveys confidence in their technology stack while maintaining an approachable, community-oriented feel that invites collaboration and experimentation.

Core Tone Traits

Technically Authoritative

Demonstrates deep expertise in cryptography and blockchain while making complex concepts understandable

Developer-Friendly

Speaks directly to builders with practical, implementation-focused language and familiar tooling references

Innovation-Forward

Positions at the cutting edge of privacy technology while grounding claims in real capabilities

Community-Oriented

Encourages participation through hackathons, open-source contributions, and collaborative research

Competitive Landscape

Related Ecosystem

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

Inco38 mentions

Zama32 mentions

Aztec23 mentions

Ethereum22 mentions

fhEVM22 mentions

Secret Network21 mentions

Intel SGX21 mentions

Oasis Sapphire21 mentions

Fhenix18 mentions

Aztec Network17 mentions

Noir17 mentions

Source Intelligence

Citations

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

How to hide an asset (token or NFT) in MetaMask Portfolio

https://support.metamask.io/manage-crypto/portfolio/how-to-hide-an-asset-token-or-nft-in-metamask-portfolio/

Referenced in 1 query

Review

The UI/UX of “Hide Balance” — Designing to Improve Asset ...

https://medium.com/@olanrewajusodiq64/the-ui-ux-of-hide-balance-designing-to-improve-asset-security-e4b20668f315

Referenced in 1 query

Review

FYI: You can hide your Trust Wallet balance in 1 click - Binance

https://www.binance.com/en/square/post/26989071622881

Referenced in 1 query

Review

Fintech UX Best Practices 2026: Build Trust & Simplicity - Eleken

https://www.eleken.co/blog-posts/fintech-ux-best-practices

Referenced in 1 query

Review

Token management | Coinbase Help

https://help.coinbase.com/en/wallet/managing-account/token-management

Referenced in 1 query

Review

Better privacy defaults for your users with stealth addresses ...

https://www.youtube.com/watch?v=ZRoIovLDZFM&t=4

Referenced in 1 query

Pitch Story

Solana's new 'Confidential Balances' feature enhances ... - X

https://x.com/_Sol_Owl/status/1909788621936407010?ref_src=twsrc%5Etfw

Referenced in 1 query

Pitch Story

How to hide a token you don't want : r/ledgerwallet

https://www.reddit.com/r/ledgerwallet/comments/1qaafjx/how_to_hide_a_token_you_dont_want/

Referenced in 1 query

Join Discussion

Confidential ERC-20 Framework for Compliant On-Chain ...

https://www.circle.com/blog/confidential-erc-20-framework-for-compliant-on-chain-privacy

Referenced in 1 query

Review

Unopinionated Confidential ERC-20 Framework (UCEF)

https://www.silentdata.com/product/erc-20

Referenced in 1 query

Review

the confidential ERC20 (cERC20) framework - Inco

https://www.inco.org/blog/circle-research-inco-confidential-erc20-report

Referenced in 1 query

Review

Confidential ERC-20 Framework For Compliant On-Chain Privacy

https://www.scribd.com/document/843134609/Confidential-ERC-20-Framework-for-Compliant-on-Chain-Privacy

Referenced in 1 query

Review

Content Engineering

Recommended Actions

Execute a ChatGPT-focused technical data saturation campaign.

With only 13% visibility on the market-leading AI platform, Inco is missing the majority of developer discovery workflows.

Impact: High

Publish a comprehensive 'Inco vs. Zama vs. Aztec' architectural comparison.

Competitors currently dominate 'Category Trust' queries; Inco must provide the direct evidence needed for AI models to recommend it as a primary alternative.

Impact: High

Deepen technical documentation for 'Privacy Tech Researchers' emphasizing security audits.

The brand currently suffers from mixed sentiment with this persona; high-authority security proofs will stabilize these technical assessments.

Impact: Medium

Optimize GitHub Readmes and technical whitepapers for FHE-specific keywords.

High rankings on Claude and Gemini for implementation queries suggest these models are indexing Inco's code-level content; doubling down will cement this lead.

Impact: Medium

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