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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

AI-Powered Yield Strategy Recommendation Engine

We build custom ML models that analyze real-time on-chain data and market signals to deliver personalized, optimized yield strategy recommendations for your DeFi users.
Chainscore © 2026
overview
CORE SERVICE

Smart Contract Development

Secure, production-ready smart contracts built by Web3 experts to power your protocol.

We architect and deploy custom smart contracts for DeFi, NFTs, and enterprise applications. Our development process is built on security-first principles, utilizing OpenZeppelin libraries, formal verification, and multi-stage audits to eliminate vulnerabilities before mainnet deployment.

  • From Concept to Mainnet: We handle the full lifecycle—design, development, testing, and deployment—ensuring gas-optimized and upgradeable contracts.
  • Protocol Specialization: Expertise in ERC-20, ERC-721, ERC-1155, staking systems, automated market makers (AMMs), and cross-chain bridges.
  • Guaranteed Quality: Every contract undergoes rigorous unit/integration testing and receives a comprehensive security review report.

Reduce your time-to-market from months to weeks with our battle-tested development framework and avoid costly exploits that can derail your project.

key-features-cards
AI-POWERED YIELD OPTIMIZATION

Core Capabilities of Your Custom Engine

Our custom-built engines deliver institutional-grade yield strategy automation, combining real-time on-chain data with advanced ML models to maximize returns and manage risk.

01

Real-Time Multi-Chain Data Aggregation

We integrate live data feeds from 50+ DeFi protocols across Ethereum, Solana, and Layer 2s. Our engine continuously monitors APYs, liquidity depth, and impermanent loss metrics to identify optimal opportunities.

50+
Protocols Monitored
< 1 sec
Data Refresh
02

Risk-Adjusted Strategy Modeling

Proprietary ML models evaluate smart contract risk, volatility, and correlation to recommend strategies that balance yield targets with your specific risk tolerance. Includes simulations for stress scenarios.

24/7
Risk Monitoring
99th %ile
Confidence Scoring
03

Automated Execution & Rebalancing

Deploy capital and rebalance positions automatically based on strategy signals. Includes gas optimization for Ethereum and MEV protection to ensure cost-efficient transaction execution.

90%
Gas Cost Reduction
Auto
Portfolio Rebalancing
04

Customizable Strategy Logic

Tailor the engine's decision-making with white-label dashboards and parameter controls. Set custom rules for asset allocation, yield targets, and protocol whitelists to match your fund's mandate.

100%
White-Label UI
Flexible
Rule Engine
05

Comprehensive Security & Audits

Built with secure coding practices (OpenZeppelin), our engine undergoes third-party smart contract audits. Includes multi-sig transaction approval flows and non-custodial fund management.

Third-Party
Security Audits
Non-Custodial
Fund Safety
06

Performance Analytics & Reporting

Gain deep insights with dashboards tracking realized APY, fee efficiency, and risk exposure. Generate institutional-grade reports for stakeholders with attribution analysis.

Real-Time
Performance Dash
Institutional
Reporting
benefits
AI-POWERED YIELD ENGINE

Drive Engagement and Retention with Smart Yield

Our recommendation engine analyzes on-chain data and user behavior to deliver personalized, high-converting yield strategies that keep users active and invested in your protocol.

01

Personalized Strategy Recommendations

We deploy ML models that analyze wallet history and risk tolerance to surface the 3-5 most relevant yield opportunities for each user, increasing strategy adoption by 40-60%.

40-60%
Higher Adoption
< 2 sec
Recommendation Latency
02

Real-Time On-Chain Data Integration

Our engine continuously ingests data from 50+ DeFi protocols (Aave, Compound, Uniswap V3) and Layer 2s to provide recommendations based on live APYs, liquidity, and risk scores.

50+
Protocols Monitored
99.9%
Data Uptime SLA
03

Automated Risk & Compliance Layer

Every recommended strategy is filtered through configurable risk parameters (TVL, audit status, team doxxing) and regulatory checks to protect your users and platform.

24/7
Monitoring
SOC 2
Compliant
04

Seamless SDK Integration

Integrate personalized yield widgets and recommendation APIs into your dApp frontend in under 2 weeks. Built with React/TypeScript and comprehensive documentation.

< 2 weeks
Integration Time
TypeScript
First-Class Support
05

Performance Analytics Dashboard

Gain insights into user engagement, strategy performance, and retention metrics through a dedicated admin dashboard. Track KPIs like TVL growth and user lifetime value.

Real-Time
KPI Tracking
Custom
Report Builder
06

White-Label & Brand Customization

Fully customize the UI/UX of the recommendation interface to match your dApp's branding, ensuring a cohesive user experience that reinforces your product.

100%
CSS Control
Figma
Design Kit
Structured Roadmap to Production

Phased Development for Predictable Delivery

Our modular development approach ensures your AI-Powered Yield Strategy Engine is delivered on time and on budget, with clear milestones and deliverables at each phase.

Phase & DeliverablesStarter (MVP)Professional (Production)Enterprise (Institutional)

AI Model Development & Training

Pre-trained base model

Custom model fine-tuned on your data

Multi-model ensemble with proprietary data integration

Smart Contract Suite

Core strategy execution contracts

Full suite with vaults, routers, and limit orders

Custom primitives (options, derivatives) + cross-chain

Security & Audits

Automated analysis + 1 peer review

Full audit by top 3 firm + bug bounty setup

Continuous auditing, formal verification, insurance

Frontend Dashboard

Basic strategy performance UI

White-labeled dashboard with advanced analytics

Fully custom UI/UX with institutional reporting

API & Integration

REST API for core functions

WebSocket feeds, SDKs (Python, JS)

Dedicated endpoints, FIX protocol, SLA guarantees

Backtesting Engine

6-month historical data

Multi-year data, customizable parameters

Real-time simulation with Monte Carlo analysis

Time to Launch

4-6 weeks

8-12 weeks

12-16 weeks (custom scope)

Ongoing Support & Updates

Documentation & community

Priority support, quarterly model updates

Dedicated engineer, weekly model retraining, 24/7 SRE

Target Clients

Early-stage startups, PoCs

Established DeFi protocols, FinTechs

Hedge funds, asset managers, large enterprises

Starting Investment

$50K - $100K

$150K - $300K

Custom (Typically $500K+)

how-we-deliver
PROVEN METHODOLOGY

Our Data-Driven Development Process

We build AI-powered yield engines with a rigorous, four-phase approach that ensures robust, secure, and high-performing strategies tailored to your protocol's specific liquidity and risk profile.

01

Phase 1: Data Ingestion & Protocol Analysis

We integrate with your target DeFi protocols (Uniswap V3, Aave, Compound) and ingest historical on-chain data to model pool dynamics, fee structures, and impermanent loss risks.

10+
Protocols Integrated
Real-time
On-Chain Data
02

Phase 2: Strategy Modeling & Backtesting

Our quant team develops and simulates strategy logic against years of historical data, stress-testing for black swan events and optimizing for risk-adjusted returns (Sharpe Ratio).

5+ Years
Historical Backtest
Multi-chain
Simulation
03

Phase 3: Smart Contract Development & Audits

We implement the strategy in Solidity 0.8+ with OpenZeppelin libraries, followed by a mandatory security audit from a top-tier firm like Trail of Bits or CertiK before deployment.

100%
Audit Coverage
Gas-Optimized
Contract Code
04

Phase 4: Live Deployment & Performance Monitoring

We manage the mainnet deployment and provide a real-time dashboard for monitoring APY, TVL, and risk metrics, with automated alerts for strategy rebalancing.

24/7
Performance Monitoring
< 1 Hour
Alert Response SLA
For CTOs & Product Leaders

AI Yield Engine Development: Key Questions

Technical and commercial questions we frequently answer for teams evaluating our AI-powered yield strategy development services.

Our standard engagement follows a 4-phase process: Discovery & Strategy (1 week), Architecture & Backtesting (1-2 weeks), Core Engine Development (2-3 weeks), and Integration & Deployment (1 week). Most projects are delivered in 4-6 weeks. We use agile sprints with weekly demos, ensuring you see progress and can provide feedback throughout.

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
AI Yield Strategy Engine Development | Chainscore Labs | ChainScore Guides