We architect and deploy custom smart contracts that form the secure, immutable backbone of your application. Our development process is built on industry-leading security practices, including OpenZeppelin libraries, comprehensive unit testing, and third-party audits from firms like CertiK or Quantstamp.
LABS
Services
DAO-Specific LLM Fine-Tuning Service
We train large language models on your DAO's unique governance history, forum discussions, and documentation to build a secure, internal AI assistant that accelerates research and operations.
Chainscore © 2026
overview
CORE SERVICE
Smart Contract Development
Secure, production-ready smart contracts built by Web3 experts to power your protocol.
Deliver a battle-tested, gas-optimized core for your DApp in as little as 2-4 weeks.
Our full-service development covers:
- Token Standards: Custom
ERC-20,ERC-721,ERC-1155, andERC-4626vaults. - DeFi Primitives: Automated Market Makers (AMMs), lending/borrowing pools, staking mechanisms, and yield aggregators.
- Governance Systems: DAO frameworks with proposal, voting, and treasury management modules.
- Cross-Chain & Layer 2: Native development for Ethereum, Polygon, Arbitrum, Optimism, and Base.
We don't just write code; we ensure it's maintainable and upgradeable. Every contract includes detailed documentation, a deployment script, and a clear handoff process for your team. This eliminates technical debt and provides a foundation you can scale with confidence.
key-features-cards
A FOUR-STEP FRAMEWORK
How Our Fine-Tuned DAO AI Works
Our proven methodology transforms your DAO's unstructured data into a secure, intelligent agent that enhances governance, automates operations, and scales community engagement.
01
Data Pipeline & On-Chain Integration
We build secure pipelines to ingest and structure your DAO's data from Discord, Snapshot, on-chain activity, and governance forums. Our system ensures data integrity and real-time synchronization with your protocol's state.
24-48 hrs
Initial Data Sync
Real-time
On-Chain Indexing
02
Domain-Specific Model Fine-Tuning
Using your curated dataset, we fine-tune open-source LLMs (like Llama 3 or Mistral) on your DAO's specific governance language, proposal history, and community culture. This creates a model that understands your unique context.
Custom
Vocabulary & Tone
7-10 days
Training Cycle
03
Security & Compliance Hardening
Every model undergoes rigorous testing for prompt injection, data leakage, and bias. We implement role-based access controls and audit trails, ensuring the AI operates within your DAO's security and legal frameworks.
OZ Patterns
Security Standards
Fully Auditable
All Interactions
04
Deployment & Continuous Learning
We deploy your fine-tuned AI as a private API or integrated bot (Discord/Telegram). The system includes feedback loops for continuous improvement, automatically learning from new proposals and community interactions.
< 2 weeks
To Production
99.5% SLA
Query Uptime
benefits
MEASURABLE IMPACT
Outcomes for Your DAO
Our DAO-specific LLM fine-tuning service delivers concrete improvements in governance efficiency, member engagement, and operational security. See the tangible results you can expect.
01
Automated Proposal Analysis
Deploy a fine-tuned LLM that instantly summarizes complex governance proposals, highlights financial implications, and flags potential risks, reducing member review time by 70%.
70%
Faster Review
24/7
Analysis
02
Enhanced Member Onboarding
A custom-trained AI assistant answers new member questions, explains governance processes, and guides contributions, cutting onboarding support workload by 60%.
60%
Support Reduction
< 1 day
Ramp-up Time
03
Intelligent Sentiment & Consensus Tracking
Continuously analyze forum and chat sentiment to surface member concerns, predict voting outcomes with >85% accuracy, and identify consensus blockers in real-time.
>85%
Prediction Accuracy
Real-time
Insights
04
Secure, On-Chain Context Integration
LLMs are fine-tuned with your DAO's specific smart contract logic, treasury data, and governance history, ensuring responses are accurate and context-aware.
Zero Leak
Data Policy
Audit-Ready
Model Logs
05
Streamlined Contributor Coordination
Automate task assignment, progress tracking, and milestone reporting based on proposal mandates, increasing project completion rates and treasury accountability.
40%
Faster Execution
Full Audit
Treasury Trail
06
Reduced Operational Overhead
Replace manual moderation, repetitive reporting, and basic query handling with AI, allowing core teams to focus on strategic decisions and community growth.
50%
Ops Cost Save
2 Weeks
Deployment SLA
Structured Implementation Path
DAO-Specific LLM Fine-Tuning Tiers
Choose the right level of support for integrating a custom AI agent into your DAO's governance, from foundational models to fully managed, on-chain systems.
| Capability | Starter | Professional | Enterprise |
|---|---|---|---|
Base Model Fine-Tuning | |||
DAO-Specific Data Processing | Up to 10K documents | Up to 100K documents | Unlimited, with custom pipelines |
On-Chain Integration | Read-only query agent | Proposal drafting & analysis | Full governance automation & execution |
Supported Chains/DAOs | Snapshot, Tally | Snapshot, Tally, Compound Gov | Any EVM DAO + Custom tooling |
Security & Bias Audits | Automated report | Manual review + report | Comprehensive audit with mitigation strategies |
API Access & Custom Endpoints | |||
Dedicated Model Hosting & SLA | 99.5% Uptime | 99.9% Uptime with 24/7 support | |
Implementation Timeline | 2-3 weeks | 4-6 weeks | 8-12 weeks |
Ongoing Model Retraining | Quarterly | Monthly | Continuous, event-triggered |
Engagement Model | Fixed Scope | Managed Project | Dedicated AI Team |
Starting Investment | $25K | $75K | Custom |
how-we-deliver
SECURE, AUDITED CODE
Smart Contract Development
Production-ready smart contracts built with security-first practices to power your Web3 application.
We architect and deploy custom smart contracts on EVM-compatible chains (Ethereum, Polygon, Arbitrum) and Solana. Our development process is built on OpenZeppelin standards and a multi-stage audit workflow to ensure security and reliability from day one.
- Full Lifecycle Development: From initial specification and
Solidity/Rustcoding to deployment, verification, and on-chain monitoring. - Security as Standard: Every contract undergoes internal review, automated analysis, and formal verification before external audit.
- Gas Optimization: We write efficient code to minimize transaction costs and maximize user savings, a critical factor for adoption.
- Upgradeable Patterns: Implementation of proxy contracts (ERC-1967) and robust governance for seamless, secure future upgrades.
We don't just write code; we deliver audit-ready, production-grade contracts that form the secure backbone of your protocol, reducing time-to-market and technical risk.
tech-stack
ENTERPRISE-GRADE INFRASTRUCTURE
Technology & Security Foundation
Our DAO LLM fine-tuning service is built on a secure, scalable, and battle-tested technical stack designed for mission-critical governance applications.
01
Secure Model Training Pipeline
Fine-tune LLMs on your DAO's private governance data within a fully isolated, encrypted environment. We implement zero-knowledge proofs for data validation and multi-party computation to ensure data privacy and integrity throughout the training lifecycle.
SOC 2 Type II
Compliance
AES-256
Encryption
02
On-Chain Integration Layer
Seamlessly connect your fine-tuned LLM to on-chain governance actions via secure, audited smart contracts. Our integration supports Snapshot, Tally, and custom DAO frameworks for automated proposal analysis, sentiment scoring, and execution.
< 2 sec
Query Latency
ERC-4337
Account Abstraction
03
Continuous Monitoring & Auditing
Real-time monitoring for model drift, bias detection, and adversarial prompt attempts. All model inferences and governance interactions are immutably logged on-chain for full auditability and compliance reporting.
24/7
Monitoring
99.95%
Uptime SLA
DAO-Specific LLM Fine-Tuning
Frequently Asked Questions
Get clear answers on our process, timeline, and technical approach for building custom AI agents for your decentralized organization.
From initial scoping to production deployment, a standard project takes 4-6 weeks. This includes 1 week for data preparation and strategy, 2-3 weeks for model fine-tuning and testing, and 1-2 weeks for integration and deployment. Complex governance structures or multi-chain data sources may extend this timeline.
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