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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

On-Chain Voter Behavior Prediction Suite

AI-powered analytics engine that models individual and collective voter behavior using on-chain history and social data. Forecast proposal outcomes and identify potential Sybil or governance attacks before votes are cast.
Chainscore © 2026
overview
CORE SERVICES

Smart Contract Development

Secure, production-ready smart contracts built by Web3-native engineers.

We architect and deploy custom smart contracts for tokens, DeFi protocols, NFTs, and DAOs. Our development process is built on audited security patterns and gas optimization from day one.

  • Token Standards: ERC-20, ERC-721, ERC-1155, and custom implementations.
  • DeFi Protocols: Automated Market Makers (AMMs), lending/borrowing pools, staking systems.
  • Security First: Code reviews, formal verification, and integration with OpenZeppelin libraries.

Reduce your time-to-market from months to weeks with our battle-tested development framework.

We deliver fully documented, upgradeable contracts with comprehensive test suites. Our engineers ensure compliance with the latest EIPs and best practices for mainnet deployment on Ethereum, Polygon, Arbitrum, and other leading EVM chains.

key-features-cards
PREDICTIVE ANALYTICS SUITE

Core Capabilities of the On-Chain Voter Behavior Prediction Engine

Our engine transforms raw blockchain data into actionable intelligence, enabling protocol teams to forecast governance outcomes, optimize proposals, and increase voter participation with precision.

01

Real-Time Voter Intent Analysis

Predict voting outcomes days before a proposal closes by analyzing on-chain delegation patterns, wallet activity, and historical voting data. Identify swing voters and forecast proposal success probability with >85% accuracy.

>85%
Forecast Accuracy
Real-time
Data Refresh
02

Delegator & Whale Behavior Modeling

Map the influence network of top token holders and delegates. Understand their voting triggers, proposal preferences, and delegation loyalty to tailor communication and build strategic coalitions.

100k+
Wallets Tracked
10+ Chains
Protocol Coverage
03

Proposal Success Optimization

Leverage predictive scoring to refine proposal parameters before submission. Our engine analyzes historical data to recommend optimal voting periods, quorum levels, and framing to maximize passage rates.

40% Avg.
Higher Pass Rate
< 24h
Insight Generation
04

Security & Sybil Attack Detection

Identify and filter out suspicious voting patterns and potential Sybil attacks using on-chain clustering and behavior anomaly detection. Ensure governance integrity and protect against manipulation.

99.9%
Detection Rate
Audited Logic
Security
06

Cross-Protocol Benchmarking

Benchmark your DAO's voter participation, proposal velocity, and decentralization metrics against industry leaders. Identify areas for improvement and track progress with actionable KPIs.

50+ DAOs
Benchmarked
15+ Metrics
Tracked
benefits
PREDICTIVE INSIGHTS

Actionable Intelligence for DAO Operators

Move from reactive governance to proactive strategy. Our suite analyzes historical and real-time on-chain data to forecast voter behavior, empowering you to build consensus, secure quorum, and pass critical proposals.

01

Voter Turnout Prediction

Forecast participation rates for upcoming proposals with >85% accuracy. Identify quorum risks weeks in advance and deploy targeted engagement campaigns to ensure governance success.

>85%
Forecast Accuracy
14 days
Lead Time
02

Delegation Flow Analytics

Map the influence of key delegates and whale voting patterns. Understand how voting power shifts and predict delegation changes before major proposals to align with influential stakeholders.

Real-time
Power Tracking
1000+
Delegates Monitored
03

Sentiment & Proposal Success Scoring

Leverage NLP on forum discussions and historical votes to assign a success probability score to draft proposals. Refine proposals pre-submission to maximize their chance of passing.

Pre-Submission
Risk Analysis
90%+
Historical Fit
04

Gas Fee & Timing Optimization

Receive data-driven recommendations for the optimal block time and day to submit proposals, minimizing gas costs for voters and increasing the likelihood of participation.

Up to 40%
Gas Savings
24/7
Market Monitoring
05

Sybil & Manipulation Detection

Proprietary algorithms identify suspicious voting clusters and potential governance attacks. Protect your DAO's integrity with early warnings of coordinated voting patterns.

< 1 hour
Alert Latency
On-chain Proof
Analysis
06

Custom Governance Dashboards

White-labeled, real-time dashboards tailored to your DAO's specific parameters and tokens. Provide your community and core team with a single source of truth for governance health.

2 weeks
Deployment SLA
API-First
Integration
Tier Comparison

Technical Specifications & Data Sources

Compare the data coverage, model sophistication, and support levels across our On-Chain Voter Behavior Prediction Suite packages.

SpecificationAnalystGovernance ProEnterprise

Historical Data Coverage

6 months

2 years

Full chain history

Prediction Models

Basic intent

Advanced ML ensemble

Custom AI/ML models

Supported Chains

Ethereum Mainnet

Ethereum, Arbitrum, Optimism

All EVM & major non-EVM

Update Frequency

Daily

Hourly

Real-time (on-demand)

API Rate Limits

100 req/day

1,000 req/hour

Unlimited

Data Sources

On-chain votes

On-chain votes + delegate statements

On-chain + social sentiment + governance forums

SLA & Support

Community

Business hours

24/7 dedicated

Custom Model Training

White-label Dashboard

Starting Price

$2.5K/month

$8K/month

Custom

how-we-deliver
CORE SERVICE

Smart Contract Development

Secure, production-ready smart contracts built for scale and compliance.

We architect and deploy custom smart contracts that power your tokenomics, DeFi logic, and NFT ecosystems. Our development process ensures audit-ready code from day one, using Solidity 0.8+ and OpenZeppelin standards.

  • Security-First Approach: Every contract undergoes rigorous internal review and formal verification before external audit.
  • Gas Optimization: We minimize transaction costs, targeting up to 40% gas savings on critical functions.
  • Full-Stack Integration: Contracts are delivered with comprehensive test suites and deployment scripts for Hardhat or Foundry.

Deploy a secure, audited MVP in as little as 2-3 weeks, from specification to testnet launch.

The Infrastructure Decision for Your DAO

Build vs. Buy: In-House Development vs. Chainscore

A detailed comparison of the time, cost, and risk involved in building a custom on-chain voter behavior prediction system versus deploying Chainscore's production-ready suite.

FactorBuild In-HouseChainscore

Time to Production

6-12 months

2-4 weeks

Initial Development Cost

$250K - $600K+

From $25K

Ongoing ML/DataOps Cost

$120K - $300K/year

Included in subscription

Security & Audit Overhead

High (unaudited models & data pipelines)

Low (pre-audited, battle-tested models)

Model Accuracy & Coverage

Limited to your team's expertise

Proven 92%+ accuracy across top 20 DAOs

Real-time Data Infrastructure

Build & maintain indexers, subgraphs, RPC nodes

Fully managed, multi-chain data ingestion

Feature Updates (e.g., New Voting Patterns)

Manual research & development cycles

Automatic, continuous model retraining

Support & Incident Response

Internal team on-call

24/7 SRE & data science support with 1-hour SLA

Total Cost of Ownership (Year 1)

$370K - $900K+

$50K - $150K

On-Chain Voter Behavior Prediction Suite

Frequently Asked Questions

Get answers to common questions about our AI-powered prediction models for DAO governance.

Our suite aggregates and analyzes on-chain data from governance contracts, token holdings, and voting history across 20+ major DAO platforms (Aave, Uniswap, Compound, etc.). We also incorporate off-chain sentiment from governance forums and social media. All data is processed through a proprietary ETL pipeline that ensures freshness and accuracy for predictive modeling.

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
On-Chain Voter Prediction | Chainscore Labs | ChainScore Guides