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Inco
Inco
Visibility56
Vibe95
Businesses/Blockchain & Cryptocurrency/Inco
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 & CryptocurrencyStartups
AI Visibility Score
56/100

Moderate

Sentiment Score
95/100
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
56
adjacent
46
OverviewLandscapeInsights & ActionsConversationsCitationsBrand Voice

Is this your business?

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.

Working in your favor

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

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

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

Gaps to close

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

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

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

Opportunities

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

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

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

Highest-Impact Actions
1

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.

2

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.

3

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.

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

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.

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 priority level — from core brand queries to growth opportunities.

ChatGPTChatGPT
ClaudeClaude
GeminiGemini
AI OverviewsAI Overviews

Reputation1q

Brand recognition & direct queries

70
70
97
97
“What do you know about Inco? What do they do and what's their reputation?”
Yes
Yes
#1
#1

Core3q

Product/service category queries

—
93
83
50
“need a confidential erc20 framework for a project, what's available for developers right now”
—
#1
#4
#1
“most trusted onchain privacy solutions for developers in 2026”
—
#4
#4
No
“what's the best confidentiality layer for evm chains that lets me keep using solidity”
—
#2
#9
No

Growth Areas4q

Adjacent, aspirational & visionary

0
96
95
33
“how can I hide token balances in a defi app without making it too complex for users”
No
#1
#2
No
“help me build a private voting system on chain using encryption, what tools should I use”
—
#1
#1
No
“best way to build a dark pool or private order book on ethereum”
—
#1
#2
No
“how to do hidden onchain randomness without using chainlink vrf, looking for something fully encrypted”
—
#2
#2
#5
ChatGPT
Claude
Gemini
AI Overviews

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

ChatGPTYes
ClaudeYes
Gemini#1
AI Overviews#1

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

ChatGPT—
Claude#1
Gemini#4
AI Overviews#1

“most trusted onchain privacy solutions for developers in 2026”

ChatGPT—
Claude#4
Gemini#4
AI OverviewsNo

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

ChatGPT—
Claude#2
Gemini#9
AI OverviewsNo

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

ChatGPTNo
Claude#1
Gemini#2
AI OverviewsNo

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

ChatGPT—
Claude#1
Gemini#1
AI OverviewsNo

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

ChatGPT—
Claude#1
Gemini#2
AI OverviewsNo

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

ChatGPT—
Claude#2
Gemini#2
AI Overviews#5
Competitive Landscape
1
Inco
38 mentions
2
Zama
32 mentions
3
Aztec
23 mentions
4
Ethereum
22 mentions
5
fhEVM
22 mentions
6
Secret Network
21 mentions
7
Intel SGX
21 mentions
8
Oasis Sapphire
21 mentions
9
Fhenix
18 mentions
10
Aztec Network
17 mentions
11
Noir
17 mentions
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

1

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.

2

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.

3

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.

ChatGPTChatGPTClaudeClaudeGeminiGeminiAI OverviewsAI 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
ChatGPTChatGPT
1.MetaMask
2.WalletConnect
3.Plausible
4.Fathom
5.The Graph

+8 more

ClaudeClaude
1.Metamask
2.Ledger Live
3.Aztec Protocol
4.Tornado Cash
5.libsodium.js

+1 more

GeminiGemini
1.Lucide-React
2.FontAwesome
3.Zustand
4.Redux
5.Etherscan

+8 more

AI OverviewsAI 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
ClaudeClaude
1.Fhenix
2.Zama's fhevm
3.Aztec
4.Noir
5.libp2p-crypto

+3 more

GeminiGemini
1.Fhenix
2.Inco
3.MACI
4.Zama
5.tfhe-rs

+14 more

AI OverviewsAI 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
ClaudeClaude
1.Inco
2.Fhenix
3.Ethereum
4.Secret Network
5.Phala

+4 more

GeminiGemini
1.Ethereum
2.EVM
3.Fhenix
4.fhEVM
5.tfhe-solidity
7.Inco Network

+19 more

AI OverviewsAI 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
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

Visual Identity

Primary

#3673F5

Secondary

#E8F0FE

Accent

#FFFFFF

Background

#FFFFFF

Foreground

#111111

Backing

Investors

O
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.

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Frequently asked questions

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

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.

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

AI Visibility Score

Inco has an AI visibility score of 56/100, rated as moderate. This score reflects how often and how prominently Inco appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

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.

Strengths

  • Dominant performance on Claude (70% mention rate) and Gemini (90% mention rate) for high-complexity queries like 'private voting systems' and 'dark pools'.
  • Exceptional resonance with the Enterprise Web3 Strategist persona, maintaining a near-perfect average position of 1.6.
  • High visibility in Google AIOverviews for specific infrastructure queries such as 'confidential erc20 framework'.

Visibility Gaps

  • Significant visibility vacuum on ChatGPT (13% mention rate), leaving the brand excluded from the most popular AI research platform.
  • Low authority in 'Category Trust' and 'Alternative Evaluation' queries, where it lags behind Zama and Aztec in sentiment and rank.
  • Mixed sentiment among 'Privacy Tech Researchers', indicating a lack of high-authority technical validation in the training data.

Competitors in AI Recommendations

  • Zama: 32 mentions
  • Aztec: 23 mentions
  • Ethereum: 22 mentions
  • fhEVM: 22 mentions
  • Secret Network: 21 mentions
  • Intel SGX: 21 mentions
  • Oasis Sapphire: 21 mentions
  • Fhenix: 18 mentions
  • Aztec Network: 17 mentions
  • Noir: 17 mentions
  • Railgun: 15 mentions
  • Lit Protocol: 11 mentions
  • Tornado Cash: 10 mentions
  • Circom: 10 mentions
  • OpenZeppelin: 10 mentions

Categories: Blockchain & Cryptocurrency

Tags: Startups