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LABS
Services
Machine Learning-Enhanced Oracle Pricing Feeds
Deploy robust, manipulation-resistant financial data oracles. We integrate custom ML models for real-time anomaly detection, outlier filtering, and sophisticated price aggregation to secure your DeFi protocols.
Chainscore © 2026
overview
CORE SERVICE
Smart Contract Development
Secure, production-ready smart contracts built by Web3 experts.
Reduce your time-to-market from months to weeks with our battle-tested development framework.
- Security-First Architecture: Formal verification, gas optimization, and integration of Chainlink oracles for real-world data.
- Full Lifecycle Support: From initial design and
Hardhat/Foundrydevelopment to deployment on mainnet and post-launch monitoring. - Measurable Outcomes: Achieve 99.9% uptime SLAs, sub-10ms execution times, and pass major security audits on the first review.
key-features-cards
ENTERPRISE-GRADE PRICING INFRASTRUCTURE
Core Capabilities of Our ML Oracle Service
We deliver high-fidelity, tamper-resistant pricing data for DeFi protocols, enabling secure lending, derivatives, and structured products. Our ML-enhanced feeds are built for production at scale.
01
ML-Augmented Data Integrity
Proprietary machine learning models detect and filter out anomalous price data from 50+ CEX and DEX sources in real-time, preventing flash crash exploits and ensuring feed resilience.
50+
Data Sources
< 100ms
Anomaly Detection
02
Sub-Second On-Chain Updates
Optimized aggregation and update pipelines deliver fresh price data to your smart contracts with sub-second latency, critical for high-frequency DeFi applications and liquidations.
< 1 sec
Update Latency
99.9%
Uptime SLA
03
Multi-Chain & Custom Asset Support
Deploy consistent, verifiable price feeds across Ethereum, Solana, Arbitrum, and other major L1/L2 networks. We support any token pair, including long-tail and synthetic assets.
10+
Supported Chains
Any Pair
Asset Coverage
04
Formally Verified Security
Our core aggregation and relay logic undergoes formal verification and regular audits by leading security firms. All data is signed cryptographically for on-chain verification.
100%
On-Chain Verifiability
Quarterly
Security Audits
05
Gas-Optimized Smart Contracts
Receive prices via our ultra-gas-efficient consumer contracts, reducing your protocol's operational costs by up to 40% compared to standard oracle implementations.
40%
Gas Savings
ERC-7412
Standards Compliant
06
Dedicated Integration Support
Get direct engineering support for integration, including custom deviation thresholds, heartbeat settings, and fallback logic. Typical production deployment completes in under 2 weeks.
< 2 weeks
Deployment Time
24/7
Engineering Support
benefits
DELIVERABLES
Business Outcomes for Your Protocol
Our ML-enhanced oracle pricing feeds deliver measurable improvements to your protocol's core metrics, from security and capital efficiency to user trust and developer velocity.
01
Enhanced Security & Attack Resistance
Proprietary anomaly detection models identify and filter out manipulated price data before it reaches your contracts, significantly reducing flash loan and oracle manipulation attack vectors.
>99.9%
Data Integrity
24/7
Threat Monitoring
02
Improved Capital Efficiency
More accurate, real-time price data reduces the need for excessive over-collateralization in lending protocols and minimizes slippage in AMMs, freeing up locked capital for your users.
10-30%
LTV Optimization
<0.05%
Mean Price Error
03
Faster Time-to-Market
Leverage our battle-tested, audited oracle infrastructure and custom ML pipeline development to launch your DeFi product in weeks, not months, with full confidence.
2-4 weeks
Integration Time
Zero
ML Ops Overhead
04
Unmatched Reliability & Uptime
Enterprise-grade infrastructure with multi-chain redundancy, decentralized node operators, and automated failover ensures your protocol has continuous, uninterrupted access to critical price data.
99.99%
Historical Uptime SLA
< 1 sec
Fallover Time
05
Regulatory & Audit Readiness
Fully transparent, verifiable data sourcing and ML model logic. Comprehensive audit trails and documentation simplify security reviews and regulatory compliance for institutional adoption.
Full
Data Provenance
SOC 2
Compliance Framework
06
Scalable Multi-Chain Support
Deploy a single, unified pricing feed logic across Ethereum, Solana, Avalanche, and other EVM/L1 networks. Maintain consistency and reduce development complexity as you expand.
10+
Supported Chains
Unified
API & Logic
Technical Comparison
ML-Enhanced vs. Standard Oracle Feeds
A detailed comparison of standard on-chain oracle feeds versus Chainscore's ML-enhanced pricing data service, highlighting the technical and business advantages for DeFi protocols.
| Feature / Metric | Standard Oracle Feed | Chainscore ML-Enhanced Feed |
|---|---|---|
Data Accuracy & Freshness | Delayed, subject to market manipulation | Real-time with predictive anomaly detection |
Latency to On-Chain Update | 2-5 minutes | Sub-10 seconds |
Manipulation Resistance | Basic TWAPs, vulnerable to flash loans | ML-powered outlier rejection & multi-source validation |
Supported Asset Types | Major crypto pairs (BTC, ETH) | Crypto, FX, commodities, and custom indices |
Custom Data Logic | Limited or none | Fully customizable aggregation models |
Uptime & Reliability SLA | Typically 99.5% | 99.99% with redundant node architecture |
Implementation Complexity | High (oracle selection, security) | Low (API integration, managed service) |
Time to Integrate | 4-8 weeks | Under 2 weeks |
Typical Annual TCO | $100K+ in dev/maintenance | Starts at $50K (managed service) |
Security Posture | Your responsibility | Fully audited, insured, and monitored |
how-we-deliver
PREDICTABLE, TRANSPARENT, AND RESULTS-DRIVEN
Our 4-Phase Delivery Methodology
We deliver production-ready ML-enhanced oracle pricing feeds through a structured, collaborative process. Each phase has clear deliverables and milestones, ensuring transparency and reducing your time-to-market.
01
Phase 1: Discovery & Architecture
We analyze your specific data requirements, target chains, and risk parameters. Deliverables include a technical specification, data source integration plan, and a detailed project roadmap.
Client Value: Eliminates scope creep and aligns technical execution with your business goals from day one.
1-2 weeks
Duration
3+
Architecture Options
02
Phase 2: ML Model Development & Backtesting
Our data scientists build and rigorously backtest custom machine learning models for price aggregation, anomaly detection, and volatility smoothing against historical market data.
Client Value: Ensures feed accuracy and robustness before a single line of on-chain code is written, de-risking the core logic.
2-3 weeks
Duration
99.5%+
Backtest Accuracy Target
03
Phase 3: Smart Contract & Node Deployment
We develop and audit the on-chain oracle contracts (e.g., Chainlink-compatible or custom) and deploy the off-chain node infrastructure for data fetching, computation, and submission.
Client Value: Secure, gas-optimized contracts and a resilient, monitored node setup ready for mainnet.
2-4 weeks
Duration
OpenZeppelin
Security Foundation
04
Phase 4: Staging, Monitoring & Handover
The complete system undergoes final testing on a testnet/staging environment. We implement comprehensive monitoring, alerting, and provide full documentation and operational training.
Client Value: A smooth transition to production with the tools and knowledge to maintain and scale your oracle feed independently.
1-2 weeks
Duration
24/7
Monitoring Setup
Machine Learning-Enhanced Oracle Pricing Feeds
Frequently Asked Questions
Get clear answers on how our advanced oracle solutions deliver superior price data for your DeFi protocol.
Standard oracles rely on volume-weighted averages from a limited set of exchanges, which can be slow and vulnerable to manipulation. Our feeds integrate proprietary machine learning models that analyze on-chain liquidity, cross-exchange arbitrage opportunities, and transaction-level data in real-time. This results in sub-second price updates, 40-60% higher manipulation resistance, and 99.9% uptime for critical trading pairs.
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