AI for Blockchain Observability: From Reactive Alerts to Predictive Intelligence
Stop drowning in raw blockchain data. We turn complexity into clarity.
Secure your network, optimize performance, and ensure compliance with AI-driven insights that see what others miss.
Why Errna?
Unlock True Insight, Not Just Data
Predictive AI Core
We go beyond simple, rule-based alerts. Our machine learning models establish a dynamic baseline of your network's behavior to detect novel threats and subtle performance deviations before they escalate.
Full-Stack Expertise
Our team isn't just AI specialists; we're seasoned blockchain architects and cybersecurity experts. We understand the unique challenges of decentralized systems, from consensus algorithms to smart contract logic.
Enterprise-Grade Security
Your data's integrity is paramount. We offer flexible deployment models, including on-premise and private cloud, ensuring you maintain full data sovereignty. Our practices are backed by CMMI Level 5, SOC 2, and ISO 27001 certifications.
Seamless Integration
Our platform is designed for interoperability. We provide dedicated support to integrate our observability tools into your existing DevOps and SecOps workflows with minimal disruption, maximizing your team's efficiency.
Actionable ROI
We translate complex data into clear business value. By preventing costly breaches, optimizing gas expenditure, and reducing downtime, our solution delivers a measurable return on investment and builds unshakable user trust.
Dedicated Partnership
We're more than a vendor; we're your strategic partner in Web3 reliability. From onboarding to ongoing threat analysis, our experts are an extension of your team, ensuring you derive maximum value from our platform.
Scalable Architecture
Whether you're a startup launching a new DeFi protocol or an enterprise managing a consortium chain, our solution scales with you. Our architecture is built to handle high-throughput networks without compromising performance.
Compliance-Ready Insights
Navigate the complex regulatory landscape with confidence. Our platform provides the detailed, auditable transaction trails and AML/KYC pattern recognition needed to satisfy compliance requirements and protect your operations.
Customizable Dashboards
Every blockchain project is unique. We provide fully customizable dashboards and reporting tools, allowing your team to focus on the metrics and KPIs that matter most to your specific use case and business goals.
Our Solutions
Comprehensive AI-Powered Observability Services
We offer a complete suite of services designed to illuminate every corner of your blockchain ecosystem. From proactive threat hunting to deep economic analysis, our AI-driven solutions provide the clarity you need to build, scale, and operate with confidence.
Predictive Anomaly Detection
This is our flagship service. Instead of waiting for things to break, our AI learns the unique heartbeat of your network and smart contracts. It identifies subtle deviations from normal behavior that signal potential security threats, performance degradation, or economic manipulation before they cause catastrophic failure.
- Proactive Threat Alerts: Get notified of suspicious transaction patterns, unusual contract calls, or wallet behaviors indicative of an impending attack.
- Operational Stability: Detect early signs of network stress or node failure, enabling you to take corrective action and prevent downtime.
- Reduce Alert Fatigue: Our AI distinguishes between true anomalies and benign statistical noise, ensuring your team only focuses on critical alerts.
Smart Contract Performance & Security Intelligence
Go beyond static code audits. We provide continuous, real-time monitoring of your deployed smart contracts. Our AI analyzes execution traces, gas consumption, and interaction patterns to uncover hidden inefficiencies, security vulnerabilities, and potential exploits in a live environment.
- Identify Gas Guzzlers: Pinpoint specific functions and code paths that consume excessive gas, allowing for targeted optimization.
- Detect Vulnerabilities Under Attack: Recognize patterns that indicate an active attempt to exploit known or unknown vulnerabilities like re-entrancy or integer overflows.
- Function Usage Analytics: Understand how users are interacting with your contracts, providing valuable data for future upgrades and product development.
Real-Time Network Health & Performance Monitoring
Ensure your decentralized infrastructure is robust, reliable, and performant. We monitor key network health indicators like block propagation time, transaction pool (mempool) congestion, finality rates, and peer connectivity, providing a holistic view of your blockchain's operational status.
- Prevent Network Stalls: AI-powered forecasting predicts potential congestion or consensus failures, giving you time to scale resources.
- Optimize Node Performance: Identify underperforming or misconfigured nodes that could be impacting the stability of the entire network.
- Enhance User Experience: Ensure fast and reliable transaction processing by maintaining optimal network health.
AI-Driven Gas & Economic Optimization
Gas fees are a critical operational cost and a key part of the user experience. Our AI analyzes on-chain data to provide predictive insights into gas price fluctuations and transaction costs. We help you and your users save money and improve transaction success rates.
- Predictive Gas Fee Oracle: Offer your users more accurate gas fee estimations, reducing failed transactions and overpayment.
- Transaction Cost Analysis: Break down the economic costs of your operations, identifying opportunities for architectural improvements.
- Model Economic Impact: Simulate the effect of protocol changes on the overall gas market and your application's fee structure.
Advanced Security & Threat Intelligence
Stay ahead of malicious actors with our specialized Web3 threat intelligence service. We correlate on-chain data with off-chain intelligence feeds to identify and track hacking groups, fraudulent schemes, and emerging attack vectors targeting your ecosystem.
- Fraud Detection: Identify wash trading, pump-and-dump schemes, and other forms of market manipulation.
- Wallet Profiling: Flag wallets associated with known scams, hacks, or sanctioned entities to protect your platform and users.
- Phishing & Scam Alerts: Monitor for smart contracts and tokens designed to mimic your project and defraud your community.
Cross-Chain & Interoperability Monitoring
In a multi-chain world, observability cannot be siloed. We provide a unified view of asset and data flows across different blockchains and Layer-2 solutions. Monitor the health of bridges, relayers, and other interoperability protocols to ensure seamless cross-chain operations.
- Bridge Security Monitoring: Detect suspicious activities on cross-chain bridges, a primary target for hackers.
- Latency & Throughput Analysis: Ensure your cross-chain transactions are being processed efficiently and without delays.
- Asset Flow Tracking: Maintain a clear, auditable trail of assets as they move between different networks.
Automated Compliance & AML Monitoring
Implement robust regulatory compliance without manual overhead. Our AI-powered tools monitor transactions for patterns indicative of money laundering or other illicit activities, helping you meet stringent KYC/AML requirements.
- Suspicious Activity Reporting (SAR): Automatically flag transactions that meet predefined risk thresholds for review.
- Source of Funds Tracing: Analyze the history of incoming funds to identify connections to high-risk sources.
- Sanctions Screening: Continuously screen interacting wallet addresses against global sanctions lists.
User Behavior & dApp Engagement Analytics
Understand your users on a deeper level. We analyze on-chain interactions to provide insights into user retention, feature adoption, and behavioral cohorts. This data is crucial for driving growth and improving your product-market fit.
- Cohort Analysis: Group users by their on-chain behavior to understand how different segments interact with your dApp.
- Retention & Churn Prediction: Identify patterns that signal a user is likely to stop using your platform.
- Conversion Funnel Optimization: Track user journeys through complex on-chain actions to identify drop-off points.
Staking & Validator Performance Monitoring
For Proof-of-Stake (PoS) networks, validator performance is mission-critical. We provide detailed monitoring of validator uptime, block proposal rates, attestations, and slashing events to ensure network security and maximize staking rewards.
- Slashing Prevention Alerts: Get immediate notifications for validator misconfigurations or downtime that could lead to penalties.
- Reward Optimization: Analyze performance data to identify opportunities for improving staking ROI.
- Delegator-Focused Dashboards: Provide transparency to your token holders who have delegated their stake to your validators.
Continuous DeFi Protocol Health & Risk Auditing
Monitor the economic health and risk parameters of your DeFi protocol in real-time. Our AI tracks critical metrics like liquidity pool depth, loan-to-value ratios, oracle price deviations, and impermanent loss to prevent economic exploits and maintain stability.
- Liquidation Event Forecasting: Predict large-scale liquidation cascades that could destabilize your protocol.
- Economic Exploit Detection: Identify sophisticated attacks like flash loan-based market manipulation.
- Real-Time Risk Dashboards: Maintain a constant, data-driven view of your protocol's overall risk exposure.
NFT Marketplace & Collection Analytics
Gain a competitive edge in the dynamic NFT market. We analyze transaction data to provide insights into collection trends, floor price stability, wash trading activity, and "smart money" movements within the NFT ecosystem.
- Wash Trading Detection: Cleanse your data by identifying and filtering out artificial trading volume.
- Holder & Whale Tracking: Understand the distribution of a collection and monitor the activity of major holders.
- Floor Price & Rarity Analysis: Correlate sales data with NFT traits to identify market trends and valuation drivers.
Data Oracle Integrity & Latency Monitoring
Data oracles are a critical point of failure for many dApps. We continuously monitor the price feeds and data sources your application relies on, alerting you to any latency, deviation, or potential manipulation that could be exploited.
- Cross-Oracle Deviation Alerts: Get notified when your oracle's price feed deviates significantly from the broader market.
- Source-Level Monitoring: Trace data back to its original source to ensure integrity and reliability.
- Latency Impact Analysis: Understand how delays in oracle updates could affect your protocol's operations, such as liquidations.
AI-Assisted Incident Response & Forensics
When a security incident occurs, a fast and accurate response is crucial. Our tools provide powerful forensic capabilities, allowing you to quickly trace the flow of stolen funds, identify the attacker's methods, and gather the evidence needed for recovery efforts and post-mortem analysis.
- Automated Fund Tracing: Instantly track illicit funds across multiple wallets and even across different blockchains.
- Exploit Path Reconstruction: Visualize the exact sequence of transactions and contract calls used in an attack.
- Evidence Preservation: Generate comprehensive, immutable reports suitable for law enforcement and insurance claims.
Custom AI Model Development & Training
Have a unique observability challenge? Our team of data scientists and blockchain experts can work with you to develop and train custom machine learning models tailored to your specific protocol, business logic, and risk profile.
- Bespoke Anomaly Detection: Create models that understand the specific nuances of your application's expected behavior.
- Proprietary Data Integration: Combine on-chain data with your internal, off-chain data sources for richer insights.
- Competitive Intelligence Models: Develop AI to monitor competitor protocols and identify market opportunities.
Fully Managed Observability Platform (OaaS)
Focus on building, not on monitoring infrastructure. Our "Observability-as-a-Service" offering provides a turnkey solution where we handle the data ingestion, model training, alert configuration, and dashboard maintenance. You get all the benefits of our powerful AI platform without the operational overhead.
- 24/7 Expert Monitoring: Our Security Operations Center (SOC) team monitors your platform around the clock.
- Zero Infrastructure Overhead: We manage the entire data pipeline and analytics engine for you.
- Regular Reporting & Reviews: Receive regular, expert-curated reports and strategic reviews to continuously improve your platform's health and security.
Our Approach
From Data to Decision in 4 Steps
Discovery & Integration
We begin by understanding your unique architecture and goals. Our team works with you to seamlessly integrate our data collectors with your nodes, indexers, and dApp frontends with minimal performance impact.
AI Model Baselining
Our machine learning models analyze your historical and real-time data to build a comprehensive "digital twin" of your network's normal behavior. This crucial baselining phase tunes the AI to your specific operational fingerprint.
Real-Time Monitoring & Alerting
Once baselining is complete, the platform moves into active monitoring. The AI continuously analyzes incoming data, flagging anomalies and potential threats in real-time through customized, context-rich alerts delivered via your preferred channels.
Continuous Optimization & Reporting
Observability is an ongoing process. We provide regular reports, strategic reviews, and model retraining to adapt to your evolving network. Our experts help you translate insights into actionable improvements for security, performance, and growth.
Success Stories
Real-World Impact of AI-Powered Observability
The Challenge: Preventing a Multi-Million Dollar Exploit
The client's existing monitoring was based on static thresholds and couldn't detect complex, multi-transaction attack patterns. They were blind to subtle market manipulations designed to drain their liquidity pools.
Key Challenges:
- Inability to detect novel flash loan attack vectors.
- High volume of false-positive alerts from rule-based systems.
- Lack of real-time visibility into oracle price manipulation attempts.
- Slow, manual forensic analysis after security incidents.
Our Solution: Proactive Threat Detection
We deployed our AI-powered anomaly detection engine to monitor all smart contract interactions and oracle price feeds in real-time.
- Established a dynamic behavioral baseline for all liquidity pools and user wallets.
- Implemented AI models specifically trained to recognize patterns of oracle manipulation and collateral price suppression.
- Provided an automated incident response tool to trace fund flows instantly.
- Created a real-time risk dashboard for the client's security team, visualizing key protocol health metrics.
The Challenge: Ensuring Data Integrity and Performance at Scale
The client's blockchain network was suffering from intermittent performance bottlenecks, and they lacked a reliable way to audit data entries from all consortium members, leading to costly disputes.
Key Challenges:
- Difficulty in pinpointing underperforming nodes within the consortium.
- No automated way to flag anomalous or potentially fraudulent data entries.
- Lack of end-to-end visibility into transaction lifecycle across different partners' systems.
- Inability to forecast network capacity needs based on shipping volume.
Our Solution: AI-Powered Operational Intelligence
We integrated our observability platform with their Hyperledger Fabric network, providing a unified monitoring layer for all consortium members.
- Deployed AI models to learn the typical transaction patterns for different shipment types and routes.
- Created automated alerts for data entries that deviated from established business logic or historical norms.
- Provided performance dashboards that visualized transaction latency and chaincode execution times.
- Developed a predictive model to forecast network load and recommend resource scaling.
The Challenge: Protecting a Player-Owned Economy from Manipulation
The game's economy was being destabilized by bots engaging in wash trading to artificially inflate NFT prices and farming resources at a rate that was unfair to human players.
Key Challenges:
- Inability to distinguish bot activity from legitimate player behavior.
- Difficulty in detecting and proving wash trading within their NFT marketplace.
- Lack of insight into the true health and velocity of their utility token.
- Player complaints about economic unfairness were increasing.
Our Solution: In-Game Economic Intelligence
We deployed our user behavior analytics and anomaly detection models to create a real-time "economic health" dashboard for the game.
- Developed a custom "Bot Score" for each player wallet based on behavioral patterns like transaction frequency and timing.
- Implemented a wash trading detection algorithm that analyzed transaction graphs for collusive trading rings.
- Visualized the flow of the utility token between different game mechanics (crafting, trading, rewards).
- Provided analytics on NFT holder distribution and marketplace trends to help the design team balance the economy.
Technologies We Master
Powering Insights Across Ecosystems
Client Voices
Trusted by Innovators in Web3 and Enterprise
"Before Errna, we were flying blind. Their AI-powered platform is like having a 24/7 SOC team that understands the nuances of blockchain. We now identify and mitigate threats in minutes, not days."
"The ability to predict network congestion and optimize our gas fee strategy has directly improved our bottom line and user experience. The ROI was clear within the first quarter."
"As a compliance officer, the automated AML and transaction tracing tools are invaluable. Errna makes it possible to meet regulatory requirements efficiently, allowing us to focus on growth."
"We manage a complex consortium blockchain. Errna's platform provides the unified visibility we need to ensure all partners are adhering to protocol and data standards. It has drastically reduced our dispute resolution time."
"The smart contract intelligence service identified several critical gas inefficiencies in our code that our static audits missed. The recommended optimizations saved us over 20% in operational costs."
"The integration process was surprisingly smooth. The Errna team are true experts who understood our unique challenges and worked closely with our engineers to get us up and running quickly. A true partnership."
Our Experts
The Minds Behind the Intelligence
Frequently Asked Questions
Clearing the Complexity
Tools like Grafana are excellent for visualizing known metrics, but they require you to define what to look for. Dune is powerful for historical, query-based analysis. Our platform is different: it uses AI to proactively and automatically discover *unknown* issues. We don't just show you data; we learn your system's normal behavior and alert you to anomalies that you wouldn't know to query for, providing predictive rather than just historical insight.
Our goal is a seamless integration. The process typically involves deploying lightweight data collectors to your node infrastructure or using our secure RPC endpoints. For a standard EVM-based chain, initial data flow can be established within a day. The AI model then enters a "learning phase" which can take from a few days to two weeks, depending on your network's complexity. Our dedicated onboarding team guides you through every step.
We have native, deep support for all EVM-compatible chains (Ethereum, Polygon, BSC, Avalanche, etc.) and their Layer-2s. We also have growing support for non-EVM chains like Solana and are continuously expanding our integrations. For enterprise clients, we have extensive experience with private and consortium chains like Hyperledger Fabric and Corda.
Security is our top priority. We offer multiple deployment models to suit your needs. For maximum privacy, our platform can be deployed entirely within your own cloud environment or on-premise. For our SaaS offering, all data is encrypted in transit and at rest, and we adhere to strict access control policies, backed by our SOC 2 and ISO 27001 certifications.
Absolutely. A significant portion of our expertise lies in enterprise blockchain observability. Our platform is designed to integrate with permissioned networks like Hyperledger Fabric, Corda, and Quorum. We understand the unique challenges of enterprise use cases, such as data privacy across consortium members and performance monitoring of specific chaincode or smart contracts.
Ready to Transform Your Blockchain Operations?
Stop reacting to problems and start predicting them. Schedule a free, no-obligation consultation with our experts to discover how AI-powered observability can secure your assets, optimize your performance, and build unwavering trust in your platform.