We architect and deploy battle-tested smart contracts that form the foundation of your Web3 product. Our development process is built for security, scalability, and maintainability from the initial line of code.
LABS
Services
User Retention & Churn Prediction for Metaverse Platforms
Deploy AI-powered predictive models that identify at-risk users, forecast lifetime value, and prescribe interventions to reduce churn and increase platform stickiness.
Chainscore © 2026
overview
CORE SERVICE
Smart Contract Development
Secure, audited smart contracts built for production from day one.
- Production-Ready Code: Built with
Solidity 0.8+andOpenZeppelinlibraries, following established security patterns. - Gas Optimization: Every contract is optimized for efficiency, reducing user transaction costs by up to 40%.
- Full Audit Trail: Includes comprehensive unit/integration testing and preparation for third-party audits.
We deliver a complete, deployable contract suite in 2-4 weeks, including documentation and a security review report.
key-features-cards
DATA-DRIVEN INSIGHTS
Our Predictive Analytics Capabilities
We transform on-chain and off-chain data into actionable intelligence, empowering you to proactively manage user lifecycles and maximize retention.
01
Churn Risk Scoring
Real-time scoring of user wallets based on transaction patterns, engagement decay, and competitor interactions. Identify at-risk users before they leave.
7-14 days
Early Warning Lead Time
> 85%
Prediction Accuracy
02
Cohort Behavior Analysis
Segment users by acquisition source, activity level, and asset holdings. Understand the specific drivers of retention and churn for each user group.
Dynamic
Real-time Segmentation
Unlimited
Custom Cohort Definitions
03
Lifetime Value (LTV) Prediction
Forecast the future revenue potential of user cohorts. Prioritize retention efforts and marketing spend on your most valuable segments.
30-90 day
Forecast Horizon
ML-Driven
Model Accuracy
04
Attribution & Onboarding Funnel Analysis
Track user journeys from first touchpoint through key protocol interactions. Pinpoint where users drop off and optimize conversion paths.
Multi-touch
Attribution Model
End-to-End
Journey Mapping
05
Custom Alerting & Automation Triggers
Set up automated workflows based on predictive signals. Trigger personalized communications, incentive offers, or support interventions automatically.
< 5 min
Signal to Action
Webhook / API
Integration Ready
06
Competitive Intelligence Dashboards
Monitor wallet migration flows to and from competing protocols. Understand market share shifts and react to competitive threats in real-time.
Real-time
Market Movement Data
Protocol-Level
Granular Insights
benefits
PREDICTIVE ANALYTICS ENGINE
Drive Sustainable Growth with Data
Move beyond reactive dashboards. Our predictive models analyze on-chain and off-chain signals to forecast user behavior, enabling proactive retention strategies that reduce churn and increase lifetime value.
01
Churn Risk Scoring
Identify users at high risk of leaving with 90%+ accuracy. Our models analyze transaction frequency, wallet age, engagement decay, and protocol switching patterns to assign dynamic risk scores.
90%+
Prediction Accuracy
Real-time
Risk Updates
02
Cohort Behavior Analysis
Segment users by acquisition source, activity patterns, and profitability. Track cohort health over time to measure the true impact of product changes and marketing campaigns.
50+
Pre-built Segments
Custom
Cohort Builder
03
Lifetime Value Prediction
Forecast the future revenue potential of user segments. Allocate resources efficiently by focusing retention efforts on high-LTV users before they show signs of churn.
30-day
Forecast Window
95% CI
Confidence Interval
04
Intervention Playbooks
Automated, data-driven response systems. Trigger personalized incentives, notifications, or support flows based on specific churn risk triggers and user segments.
< 5 min
Trigger to Action
10+
Pre-built Playbooks
05
Attribution & Funnel Analytics
Pinpoint exactly where users drop off. Track multi-touch attribution across on-chain interactions and bridge events to optimize user onboarding and feature adoption paths.
E2E
Journey Mapping
Multi-touch
Attribution Model
06
Custom Model Development
Tailored machine learning models for your specific tokenomics and user base. We build, train, and deploy proprietary models that learn from your unique data ecosystem.
4-6 weeks
Development Time
Ongoing
Model Retraining
Predictive Analytics for Web3
Implementation Tiers & Deliverables
Choose the right level of integration and support for your user retention and churn prediction needs.
| Feature / Deliverable | Starter | Professional | Enterprise |
|---|---|---|---|
On-Chain Data Pipeline Setup | |||
Custom ML Model Development | Pre-configured | 1 Model | Multiple Models |
Prediction API Endpoints | 2 | 5 | Unlimited |
Real-time Alerting for At-Risk Users | |||
Integration with CRM/Notification Systems | Basic | Full (Custom) | |
Historical Analysis & Baseline Report | 30 days | 90 days | Full History |
Ongoing Model Tuning & Support | Quarterly | Monthly | Weekly + On-call |
Dedicated Solution Architect | |||
Implementation Timeline | 2-3 weeks | 4-6 weeks | 8-12 weeks |
Starting Price | $25K | $75K | Custom |
how-we-deliver
MANAGED SERVICES
Blockchain Infrastructure
Enterprise-grade node infrastructure with 99.9% uptime SLA, eliminating operational overhead.
We manage the heavy lifting of blockchain infrastructure so your team can focus on product development. Our fully managed services deliver multi-chain node orchestration, real-time data indexing, and secure RPC endpoints.
Deploy production-ready infrastructure in hours, not weeks, with a guaranteed SLA.
- High-Performance Nodes: Dedicated
EVM(Ethereum, Polygon, Arbitrum) andnon-EVM(Solana, Aptos) nodes with sub-second latency. - Automated Reliability: Zero-downtime failover, automated health checks, and 24/7 monitoring.
- Developer Experience: Seamless integration via API, comprehensive documentation, and dedicated technical support.
User Retention & Churn Prediction
Frequently Asked Questions
Get clear answers on how we build predictive models to reduce churn and increase lifetime value for your Web3 product.
We require on-chain and off-chain user activity data. This includes wallet transaction history (deposits, withdrawals, swaps, staking), smart contract interactions, session frequency/duration, and any available user profile data. We start with a minimum of 3-6 months of historical data for robust pattern recognition. Our data pipeline anonymizes and aggregates information to ensure privacy compliance.
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