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Full-Stack Web3 dApp Development
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Free 30-min Web3 Consultation
Book Consultation
Smart Contract Security Audits
View Audit Services
Custom DeFi Protocol Development
Explore DeFi
Full-Stack Web3 dApp Development
View App Services
Free 30-min Web3 Consultation
Book Consultation
Smart Contract Security Audits
View Audit Services
Custom DeFi Protocol Development
Explore DeFi
Full-Stack Web3 dApp Development
View App Services
Free 30-min Web3 Consultation
Book Consultation
Smart Contract Security Audits
View Audit Services
Custom DeFi Protocol Development
Explore DeFi
Full-Stack Web3 dApp Development
View App Services
LABS
Services

Privacy-Preserving Social Graph Analysis

We build on-chain analytics tools that derive actionable insights from social interactions and asset ownership, using zero-knowledge proofs or trusted execution environments to ensure user privacy and regulatory compliance.
Chainscore © 2026
overview
CORE SERVICE

Smart Contract Development

Secure, production-ready smart contracts built by Web3 experts.

We architect and deploy custom smart contracts that power your protocol's core logic. Our development process ensures security-first design, gas optimization, and comprehensive audit readiness from day one.

  • Custom Logic: Build ERC-20, ERC-721, ERC-1155, and bespoke contracts for DeFi, NFTs, or DAOs.
  • Security Audits: Every contract undergoes internal review using Slither and Mythril before external audit submission.
  • Gas Efficiency: Optimized code to reduce user transaction costs by up to 40% versus standard implementations.

We deliver battle-tested contracts that form the unbreakable foundation of your application.

Our team specializes in Solidity 0.8+ and Vyper, implementing established patterns from OpenZeppelin and Solmate. We provide full documentation, deployment scripts, and a 2-week MVP turnaround for standard token contracts.

key-features-cards
ENTERPRISE-GRADE INFRASTRUCTURE

Core Capabilities of Our Social Graph Analytics Engine

Our engine delivers actionable, privacy-compliant insights from on-chain social data, enabling you to build, engage, and retain users without compromising security or performance.

01

On-Chain Identity Resolution

Map wallet addresses to pseudonymous user profiles by analyzing transaction patterns, token holdings, and NFT affiliations across EVM and non-EVM chains. Enables precise user segmentation for targeted campaigns.

50+
Blockchains Indexed
99.5%
Match Accuracy
02

Privacy-Preserving Computation

Perform analytics on encrypted graph data using Zero-Knowledge Proofs and MPC protocols. Derive insights like community influence and engagement trends without exposing raw user data, ensuring GDPR/CCPA compliance.

ZK-SNARKs
Privacy Tech
SOC 2 Type II
Compliance
03

Real-Time Relationship Mapping

Dynamically track and visualize connections between wallets, DAOs, and dApps. Identify key influencers, detect Sybil clusters, and understand community structures with sub-second latency for live applications.

< 500ms
Query Latency
10M+
Edges Processed/sec
04

Predictive Behavior Modeling

Leverage ML models trained on historical on-chain activity to forecast user actions like churn, token swaps, or governance participation. Integrate predictions directly into your dApp's logic via API.

85%+
Prediction Accuracy
Apache Spark
ML Backend
05

Custom Metric & KPI Dashboards

Define and track bespoke analytics—from wallet engagement scores to protocol-specific health indicators. Export data via API or visualize in real-time dashboards tailored for product and growth teams.

REST & GraphQL
API Access
< 1 day
Metric Setup
06

Enterprise-Grade Data Pipeline

Ingest, clean, and structure raw blockchain data into a query-optimized graph database. Features automated schema updates, data lineage tracking, and 99.9% uptime SLA for mission-critical analytics.

99.9%
Uptime SLA
Apache Kafka
Data Streaming
benefits
DELIVERABLES

Business Outcomes: From Privacy to Performance

We deliver concrete infrastructure and analysis tools that directly enhance your product's capabilities and user trust. Here are the key outcomes you can expect.

01

Privacy-First User Graphs

Build social graphs using zero-knowledge proofs (ZKPs) and differential privacy. Analyze user connections and influence without exposing personal data, ensuring compliance with global regulations like GDPR and CCPA.

100%
On-Chain Privacy
ZK-SNARKs
Core Technology
02

Real-Time Reputation Scoring

Implement on-chain reputation systems that calculate trust scores from private interactions. Enable features like sybil-resistant airdrops, curated governance, and low-risk lending based on verifiable, anonymous behavior.

< 1 sec
Score Update
Oracles + ZK
Data Source
03

Customizable Analysis Dashboards

Get white-labeled dashboards and APIs to query community health, influencer mapping, and token flow. Integrate insights directly into your dApp's UI for user-facing features or internal analytics.

GraphQL API
Access Method
Subgraphs
Infrastructure
04

Audited & Gas-Optimized Contracts

Deploy secure, efficient smart contracts for graph management and reputation logic. All code follows OpenZeppelin standards and undergoes rigorous audits before mainnet deployment.

OpenZeppelin
Standards
> 2 Audits
Security Process
Tailored for Your Growth Stage

Structured Development Paths for SocialFi Platforms

Compare our service tiers for building privacy-preserving social graphs, from MVP to global scale.

CapabilityStarter (MVP)Professional (Scale)Enterprise (Institutional)

Privacy-Preserving Graph Core

Custom Reputation & Tokenomics

Basic Templates

Custom Models

Multi-Chain & Governance

On-Chain Data Indexing & APIs

Single Chain

Multi-Chain (3)

Unlimited Chains

ZK-Proof Integration (e.g., Semaphore)

Optional Add-on

Fully Integrated

Smart Contract Audit Scope

Core Logic Only

Full System

Full System + Formal Verification

Deployment & DevOps Support

Documentation

Guided Deployment

Managed Infrastructure

Monitoring & Alerting

Basic Dashboard

Custom Alerts & Analytics

24/7 SOC2-Compliant Monitoring

Dedicated Support & SLA

Community

Business Hours, 24h Response

24/7, 4h Critical Response

Typical Time to Launch

4-6 weeks

8-12 weeks

12+ weeks (Custom)

Estimated Investment

$25K - $50K

$75K - $150K

Custom Quote

how-we-deliver
A STRUCTURED APPROACH

Our Methodology: From Discovery to Deployment

We deliver production-ready, privacy-first social graph infrastructure through a proven, four-phase process designed for technical founders and CTOs.

01

Phase 1: Architecture & Threat Modeling

We define your data model, identify privacy risks, and select the optimal cryptographic primitives (ZK-SNARKs, MPC, FHE) for your use case. This phase establishes a secure foundation and technical roadmap.

1-2 weeks
To Finalize Design
Zero-Knowledge
Primitives Evaluated
02

Phase 2: Protocol Development & Integration

Our engineers build the core privacy-preserving logic using Rust, Go, or Solidity. We integrate with your existing stack (APIs, databases) and on-chain components like verifiable credentials or attestation registries.

Solidity 0.8+
Secure Standards
OpenZeppelin
Audited Libraries
03

Phase 3: Security Audit & Penetration Testing

Every module undergoes rigorous internal review followed by an external audit from firms like Spearbit or Code4rena. We deliver a formal verification report and remediate all critical/high findings before deployment.

100%
Critical Issues Resolved
Formal Report
Deliverable
04

Phase 4: Deployment & Monitoring

We manage the production deployment on your infrastructure (AWS, GCP) or decentralized networks. Implementation includes real-time anomaly detection, performance dashboards, and 24/7 incident response SLAs.

99.9%
Uptime SLA
< 1 hour
Response Time SLA
tech-stack
ENTERPRISE-GRADE INFRASTRUCTURE

Trusted Technologies and Protocols

We build on battle-tested, privacy-first technologies to deliver robust, scalable, and secure social graph analysis. Our expertise ensures your application inherits the security and performance of industry-leading protocols.

Privacy-Preserving Social Graph Analysis

Frequently Asked Questions for Technical Leaders

Technical details and process for CTOs and engineering leads evaluating our on-chain analytics infrastructure.

We implement a multi-layered privacy architecture. Data ingestion uses zero-knowledge proofs (ZKPs) via Circom and Halo2 for on-chain attestations without exposing raw data. Off-chain computation employs fully homomorphic encryption (FHE) for graph algorithms like PageRank and community detection. All data is pseudonymized at the edge before processing, and we never store personally identifiable information (PII). Our systems are built with privacy-by-design principles, compliant with frameworks like GDPR and CCPA.

ENQUIRY

Get In Touch
today.

Our experts will offer a free quote and a 30min call to discuss your project.

NDA Protected
24h Response
Directly to Engineering Team
10+
Protocols Shipped
$20M+
TVL Overall
NDA Protected Directly to Engineering Team
Privacy-Preserving Social Graph Analysis | Chainscore Labs | ChainScore Guides