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LABS
Services
Governance Proposal Sentiment & Risk Analyzer
An AI service that automatically scores and assesses the sentiment, financial risk, and regulatory compliance of governance proposals in real-time, providing a clear pass/fail recommendation with detailed rationale.
Chainscore © 2026
overview
CORE SERVICE
Smart Contract Development
Secure, audited smart contracts built to your exact specifications.
Deploy with confidence. We deliver contracts that are secure by design and built to scale.
- Custom Logic:
Solidity/Rustdevelopment for DeFi protocols, NFTs, DAOs, and enterprise applications. - Security Audits: Integration with top-tier audit firms; we fix vulnerabilities before mainnet deployment.
- Gas Optimization: Reduce user transaction costs by 20-40% through efficient code patterns and storage strategies.
- Full Lifecycle Support: From initial spec and
Hardhat/Foundrytesting frameworks to mainnet deployment and upgrade management via transparent proxies.
key-features-cards
TRANSPARENT METHODOLOGY
How Our Governance AI Analyzer Works
Our system transforms unstructured governance data into actionable intelligence, giving your team a decisive edge in protocol participation and risk management.
01
Multi-Source Data Ingestion
We aggregate and normalize proposals from DAO forums (Discourse, Commonwealth), on-chain voting (Snapshot, Tally), and social sentiment (Discord, Twitter). This creates a single source of truth for analysis.
15+
Data Sources
< 5 min
Sync Latency
02
NLP-Powered Sentiment & Intent Analysis
Our fine-tuned LLMs classify proposal sentiment (supportive, neutral, contentious) and extract key intents (treasury spend, parameter change, upgrade). We surface hidden conflicts and consensus levels.
95%
Intent Accuracy
Real-time
Analysis
03
Smart Contract & Financial Risk Scoring
Automated analysis of proposal-linked contract calls for security risks (privilege escalation, reentrancy) and financial impact (treasury drain, tokenomics change). Each proposal receives a quantifiable risk score.
100+
Risk Vectors
CVSS-Based
Scoring
04
Voter Behavior & Delegation Insights
Track whale voting patterns, delegate alignment, and voter apathy. Predict proposal outcomes with >85% accuracy by modeling historical voter behavior and current sentiment signals.
>85%
Prediction Accuracy
Whale Tracking
Included
05
Customizable Alerting & Reporting
Receive real-time Slack/Discord alerts for high-risk proposals or sentiment shifts. Generate executive reports with approval probabilities, risk summaries, and recommended voting actions for your delegates.
5+
Alert Channels
Automated
Reporting
benefits
MEASURABLE IMPACT
Outcomes for Your DAO or Protocol
Our Governance Proposal Sentiment & Risk Analyzer delivers concrete, data-driven results that strengthen your protocol's decision-making and security posture.
01
Proposal Risk Scoring
Automatically flag high-risk proposals with our multi-factor analysis, evaluating code changes, treasury impact, and governance precedent to protect your protocol's assets and reputation.
>95%
Risk Detection Accuracy
< 5 min
Real-time Analysis
02
Community Sentiment Analysis
Gain a quantified, unbiased view of community sentiment across forums and social channels. Move beyond simple vote counts to understand the 'why' behind governance participation.
10+
Data Sources Analyzed
Real-time
Sentiment Tracking
03
Voter Delegation Insights
Identify voting power concentration and delegation patterns. Our analysis helps prevent governance attacks and promotes healthier, more distributed participation.
Whale Activity
Alerts
Sybil Resistance
Pattern Detection
04
Governance Health Dashboard
Monitor key metrics like proposal velocity, voter turnout, and delegation health in a single pane. Track improvements and benchmark against leading DAOs.
Custom KPIs
Tracked
Historical Trends
Visualized
05
Security-First Architecture
Built with enterprise-grade security. Our analyzer runs in a secure, isolated environment, ensuring your sensitive governance data is never exposed or compromised.
SOC 2
Compliant
End-to-End
Encryption
Why AI-Driven Governance Analysis Wins
Manual Review vs. AI-Powered Analysis
Compare traditional, manual governance review with our AI-powered sentiment and risk analysis platform. See how automation delivers faster, more consistent, and data-driven insights for DAOs and protocol teams.
| Analysis Factor | Manual Review | Chainscore AI Analyzer |
|---|---|---|
Time to Analyze Proposal | 2-5 days (team effort) | < 1 hour (automated) |
Sentiment Accuracy | ~70% (subjective bias) |
|
Risk Flag Coverage | Limited to known patterns | Comprehensive (100+ risk vectors) |
Historical Context | Manual research required | Auto-included from on-chain & forum data |
Cost per Analysis | $2K-$5K (consultant fees) | From $500/month (platform subscription) |
Scalability | Limited by team size | Unlimited concurrent proposals |
Audit Trail & Reporting | Ad-hoc documents | Automated, shareable PDF/API reports |
Voter Behavior Prediction | Gut feeling | ML-driven turnout & outcome forecasting |
how-we-deliver
PREDICTABLE, SECURE, AND FAST
Our Delivery & Integration Process
We deliver a production-ready sentiment and risk analysis engine, not just a report. Our phased approach ensures your governance platform gains actionable intelligence without disrupting your core operations.
01
Phase 1: Architecture & Data Pipeline Design
We architect a custom data ingestion pipeline for your specific governance forum (e.g., Snapshot, Discourse, Tally) and blockchain. Includes real-time proposal tracking, historical data backfill, and secure API design for your platform.
1-2 weeks
Design Sprint
Multi-chain
Data Sources
02
Phase 2: Core Engine Development & Training
Our team builds and fine-tunes the ML/NLP models for sentiment classification and risk flagging, trained on historical governance data. We implement on-chain voting pattern analysis and wallet reputation scoring.
Custom Models
Fine-tuned
Historical Data
Model Training
03
Phase 3: Secure API & Dashboard Integration
We deliver a secure, documented REST/GraphQL API with real-time sentiment scores and risk alerts. Includes a lightweight admin dashboard for monitoring and a seamless integration package for your frontend.
< 100ms
API Latency
Full Docs
SDK Included
04
Phase 4: Deployment, Audit & Handover
Full deployment to your cloud environment (AWS/GCP) with infrastructure-as-code. We conduct a final security review of the data pipeline and provide comprehensive documentation and operational runbooks for your team.
Production Ready
Deployment
SLA & Support
Handover
Technical & Commercial Details
Governance Analyzer FAQs
Get clear answers on how our Governance Proposal Sentiment & Risk Analyzer works, from deployment to pricing and support.
Our analyzer is a real-time monitoring system that ingests on-chain governance data (proposals, votes, delegate activity) and off-chain sentiment from forums and social media. It uses a proprietary ML model trained on 50+ DAOs to score proposals for risk, community alignment, and execution likelihood. You receive alerts via API, webhook, or dashboard for proposals that breach your configured risk thresholds.
ENQUIRY
Get In Touch
today.
Our experts will offer a free quote and a 30min call to discuss your project.
NDA Protected
Confidentiality24h Response
Time to ValueDirectly to Engineering Team
No Sales Fluff10+
Protocols Shipped
$20M+
TVL Overall