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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

Decentralized Social Sentiment Analysis Engine

An on-chain and off-chain data processing service that analyzes sentiment within social DAO proposals, governance forums, and community chats to provide quantifiable insights into community morale and predict proposal success.
Chainscore © 2026
overview
CORE SERVICE

Smart Contract Development

Secure, production-ready smart contracts for DeFi, NFTs, and enterprise applications.

We architect and deploy custom smart contracts that are secure, gas-optimized, and tailored to your specific business logic. Our process delivers audit-ready code from day one, built on Solidity 0.8+ with OpenZeppelin security patterns.

  • DeFi Protocols: DEXs, lending/borrowing platforms, yield aggregators.
  • NFT Ecosystems: ERC-721A/1155 marketplaces, dynamic metadata, royalty engines.
  • Enterprise Logic: Multi-signature wallets, token vesting, DAO governance modules.
  • Full Audit Support: We prepare for and facilitate third-party audits with Slither and MythX.

Go from concept to mainnet in as little as 4 weeks with a battle-tested development lifecycle. We ensure your contracts are secure by design, not as an afterthought.

key-features-cards
ENTERPRISE-GRADE INFRASTRUCTURE

Core Engine Capabilities

Our sentiment analysis engine is built on battle-tested infrastructure, delivering real-time, actionable insights from decentralized social data with institutional-grade reliability.

01

Real-Time Data Ingestion

Process live data streams from major decentralized social protocols (Farcaster, Lens) and key forums (Telegram, Discord) with sub-2-second latency. Never miss a market-moving narrative.

< 2 sec
Ingestion Latency
99.5%
Data Fidelity
02

Multi-Model Sentiment Analysis

Leverage a proprietary ensemble of LLMs and fine-tuned models (BERT, RoBERTa) to analyze text, memes, and on-chain signals, providing weighted sentiment scores from -1.0 to +1.0.

3+ Models
Ensemble Analysis
0.95
Accuracy Score
03

On-Chain Signal Correlation

Automatically correlate social sentiment spikes with on-chain activity (DEX trades, NFT mints, whale movements) to validate narratives and identify alpha opportunities.

15+ Chains
Supported Networks
10+ Protocols
DEX/NFT Coverage
04

Customizable Alerting & Dashboards

Set real-time alerts for sentiment thresholds, trending topics, or specific token mentions. Access customizable dashboards via API or our managed web interface.

< 100ms
Alert Latency
REST & WS
API Types
05

Enterprise-Grade Security & Compliance

Data is processed in secure, SOC 2 Type II compliant environments. All API endpoints are protected with rate limiting, authentication, and encrypted data in transit/at rest.

SOC 2
Compliance
Zero-Knowledge
Data Privacy
06

Scalable API Infrastructure

Built on auto-scaling cloud infrastructure with 99.9% uptime SLA. Handle from 1,000 to 10M+ daily requests with consistent, low-latency performance.

99.9%
Uptime SLA
< 50ms
P95 API Latency
benefits
ACTIONABLE INSIGHTS

Drive Better Governance Outcomes

Move beyond simple vote counting. Our sentiment analysis engine transforms raw social data into structured, on-chain signals that empower DAOs and protocols to make confident, community-aligned decisions.

01

Real-Time Proposal Sentiment Tracking

Monitor live sentiment across Discord, Twitter, and governance forums for active proposals. Identify emerging consensus, surface key objections, and gauge voter intent before the snapshot. We deliver a live dashboard and API for proactive governance management.

< 5 min
Latency
95%+
Accuracy
02

Structured On-Chain Signal Generation

Convert qualitative discussions into quantifiable, verifiable on-chain signals. We build custom oracles that publish sentiment scores (e.g., SentimentScore: 0.82) to your smart contracts, enabling automated treasury actions or weighted voting mechanisms.

ZK-Proofs
Verifiability
Sub-Second
Finality
03

Voter Behavior & Delegation Analytics

Analyze historical voting patterns and delegate performance. Identify influential community members, predict voter turnout, and provide data to optimize delegation strategies and improve overall governance participation rates.

12+ mo
Historical Data
Custom Models
ML-Powered
04

Security-First Sentiment Auditing

Protect your governance from manipulation and sybil attacks. Our engine detects coordinated voting, sentiment spam, and fake engagement using on-chain and off-chain data correlation, built with OpenZeppelin security patterns.

Audited
Code Base
Real-Time
Threat Detection
Infrastructure Decision Matrix

Build vs. Buy: Sentential Analysis for DAOs

A detailed comparison of the time, cost, and risk involved in developing a sentiment analysis engine in-house versus leveraging Chainscore's production-ready platform.

Key FactorBuild In-HouseChainscore Platform

Time to Launch (MVP)

4-6 months

2-4 weeks

Initial Development Cost

$150K - $300K+

From $25K

Security & Audit Overhead

High (Unaudited Risk)

Pre-audited & Battle-Tested

Core Features

Basic NLP, On-chain Data

Advanced NLP, Multi-Chain, Real-time API, Governance Dashboards

Team Requirements

2-3 Senior ML/Blockchain Engineers

Your Product Team + Our APIs

Ongoing Maintenance

Full DevOps & Model Retraining Team

Fully Managed Service (SLA Available)

Total Cost of Ownership (Year 1)

$300K - $600K+

$50K - $150K

Scalability & Upgrades

Your Responsibility

Handled by Chainscore

Data Sources & Integration

Manual Integration (Twitter, Discord, Forums)

Pre-built Connectors + Custom Integration Support

Guaranteed Uptime SLA

None (Self-Managed)

99.9%

how-we-deliver
TRANSPARENT WORKFLOW

Our Delivery Process: From Data to Dashboard

A predictable, four-phase engagement model designed for technical teams. We deliver a production-ready sentiment analysis engine, not just a proof-of-concept.

01

Phase 1: Data Pipeline Architecture

We design and deploy custom data ingestion pipelines for on-chain (EVM, Solana) and off-chain (X, Discord, Telegram) sources. Includes real-time indexing, spam filtering, and data normalization for clean, structured input.

< 2 sec
Data Latency
99.5%
Uptime SLA
02

Phase 2: ML Model Integration

Integration of fine-tuned LLMs (Llama, Mistral) and custom NLP models for context-aware sentiment scoring. We handle model hosting, inference optimization, and continuous retraining pipelines.

> 95%
Accuracy Score
< 100ms
Inference Time
03

Phase 3: Smart Contract & Oracle Deployment

Development of verifiable on-chain components. This includes custom oracle contracts for data attestation and optional token-gated access modules, all built with OpenZeppelin standards and audited.

OpenZeppelin
Security Standard
2 Audits
Pre-Launch
04

Phase 4: Dashboard & API Handoff

Delivery of a fully documented REST/GraphQL API and an admin dashboard for real-time sentiment visualization, alert configuration, and system health monitoring. Includes full technical documentation.

4-6 weeks
Typical Timeline
24/7 SRE
Post-Launch Support
Decentralized Social Sentiment Analysis

Frequently Asked Questions

Get clear answers about our technical approach, deployment process, and ongoing support for building a custom sentiment analysis engine.

Our engine is a modular, on-chain/off-chain hybrid system. We deploy custom smart contracts (typically Solidity 0.8+ with OpenZeppelin) to manage data attestation and tokenized rewards. Off-chain, we run containerized NLP models (BERT, RoBERTa) in secure enclaves to process social data from X, Discord, and Telegram via dedicated APIs. The processed sentiment scores and metadata are then committed on-chain, providing a tamper-proof, verifiable record. We use a multi-signature oracle network for final data attestation.

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