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

Get a demo

Inco

Visibility60

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

60/100

Good

Sentiment Score

95/100

Score by Reach

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 Inco today.

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

Current State

Visibility Landscape

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

	ChatGPT	Claude	Gemini	AI Overviews
Reputation Brand recognition & direct queries	23	62	71	66
Core Topics Product/service category queries	0	75	86	20
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

Zama

32 mentions

Aztec

23 mentions

Ethereum

22 mentions

fhEVM

22 mentions

Secret Network

21 mentions

Intel SGX

21 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

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'.

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.

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.

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.

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

Adjacent

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

Adjacent

The MEV-Resistance DeFi Architect · Lead Protocol Architect

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

Adjacent

The MEV-Resistance DeFi Architect · Lead Protocol Architect

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

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.

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

support.metamask.io

Web1 ref

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

medium.com

Blog1 ref

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

binance.com

Web1 ref

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

eleken.co

Web1 ref

Token management | Coinbase Help

help.coinbase.com

Web1 ref

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

youtube.com

Video1 ref

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

x.com

Social1 ref

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

reddit.com

Forum1 ref

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

circle.com

Web1 ref

Unopinionated Confidential ERC-20 Framework (UCEF)

silentdata.com

Web1 ref

the confidential ERC20 (cERC20) framework - Inco

inco.org

Web1 ref

Confidential ERC-20 Framework For Compliant On-Chain Privacy

scribd.com

Web1 ref

ERC-7984: Confidential Fungible Token Interface

ethereum-magicians.org

Web1 ref

Unopinionated Confidential ERC-20: Privacy-Preserving Tokens

silentdata.com

Web1 ref

How to Code Your Own Confidential Token on Ethereum

aztec.network

Web1 ref

Competitive Landscape

Brands and products that AI platforms mention 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

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

Backing

Investors

Orange Fund

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 March 2, 2026.