AI-Powered Asset Valuation for the Tokenized Economy
Go beyond spreadsheets and subjective appraisals.
Deploy intelligent, automated valuation models that bring accuracy, transparency, and liquidity to your highest-value assets.
















Why Partner with Errna for AI-Powered Asset Valuation?
Traditional asset valuation is slow, subjective, and creates bottlenecks. We replace outdated methods with a secure, compliant, and intelligent framework that unlocks true asset value and liquidity in the digital age.
Explainable AI (XAI) Models
Our valuation models are not black boxes. We provide transparent, auditable AI with detailed documentation, back-testing results, and confidence scores, ensuring you can defend every valuation to regulators, stakeholders, and investors with complete certainty.
Regulatory-First Approach
We build with compliance at the core. Our solutions embed KYC/AML, securities laws, and data privacy regulations directly into the platform's architecture, helping you navigate the complex legal landscape of tokenized assets with confidence.
Verifiable ROI and Performance
We focus on delivering measurable business outcomes. Our solutions are designed to unlock liquidity from illiquid assets, reduce valuation overhead by up to 40%, and accelerate deal flow, all tracked through comprehensive performance dashboards.
Seamless Enterprise Integration
Leveraging an API-first architecture, our platforms integrate flawlessly with your existing enterprise systems, including SAP, Oracle, and proprietary financial software. This ensures data consistency and unified workflows without disrupting your core operations.
Institutional-Grade Security
Your assets are protected by a multi-layered security protocol. From rigorous smart contract audits and penetration testing to leveraging our CMMI Level 5 and ISO 27001 certified processes, we provide a fortress-like environment for your digital assets.
End-to-End Ecosystem
We are more than developers; we are strategic partners. Our service extends from initial feasibility studies and tokenomics design to platform development, exchange listing, and ongoing liquidity management, providing a complete solution for your tokenization journey.
Dynamic, Real-World Data
Our AI models are not static. They continuously ingest and analyze a wide array of real-world data sources, from market trends and transactional data to macroeconomic indicators, ensuring your asset valuations remain accurate and responsive to changing conditions.
Cross-Disciplinary Expertise
Our team consists of PhD-level AI scientists, veteran blockchain architects, financial analysts, and regulatory compliance experts. This unique blend of talent ensures your solution is technologically advanced, financially sound, and legally robust.
Future-Proof Architecture
We build scalable, modular platforms that can evolve with your business and the market. Whether it's integrating new asset classes, adapting to new regulations, or incorporating emerging DeFi protocols, your investment is protected for the long term.
Our Comprehensive AI & Tokenization Services
We provide an integrated suite of services to guide you from initial concept to a fully operational, AI-powered asset tokenization ecosystem. Our offerings are designed to address every technical, financial, and regulatory challenge along the way.
Dynamic AI Valuation Modeling
We develop and train custom machine learning models that provide continuous, real-time valuations for your assets, moving beyond static, point-in-time appraisals.
- Utilizes multiple data streams for unparalleled accuracy.
- Models adapt to market volatility and new information.
- Includes confidence scoring and explainability reports.
Asset Tokenization Platform Development
We build robust, secure, and scalable platforms for creating, issuing, and managing digital securities (security tokens) representing real-world assets.
- Supports a wide range of asset classes (real estate, equity, art).
- Features a comprehensive admin dashboard for asset management.
- Built-in compliance with securities regulations.
Smart Contracts for Fractional Ownership
Our engineers design and audit sophisticated smart contracts that automate the rules of fractional ownership, including governance, dividends, and transfer restrictions.
- Automates dividend and profit-share distributions.
- Enforces compliance rules directly on-chain.
- Undergoes rigorous third-party security audits.
Regulatory Compliance Automation (RegTech)
We integrate automated RegTech solutions to streamline KYC/AML checks, investor accreditation, and reporting, significantly reducing the compliance burden.
- Automated investor onboarding and verification.
- Programmable rules for jurisdictional compliance.
- Generates audit-ready compliance reports.
AI-Powered Risk Assessment
Leverage predictive AI to analyze the risk profile of tokenized assets, assessing factors like market risk, liquidity risk, and counterparty risk.
- Provides a dynamic risk score for each asset.
- Simulates asset performance under various market scenarios.
- Helps in building more resilient investment portfolios.
Predictive Analytics for Asset Performance
Go beyond current valuation to forecast future asset performance, cash flow, and potential appreciation using advanced time-series analysis and predictive modeling.
- Forecasts rental income, revenue, or other cash flows.
- Identifies leading indicators of asset value change.
- Informs strategic acquisition and disposition decisions.
Data Aggregation & Normalization Engine
We build sophisticated data pipelines that automatically collect, clean, and normalize data from diverse sources, creating the high-quality datasets required for accurate AI valuation.
- Connects to public records, market data APIs, and private databases.
- Ensures data integrity and consistency.
- Provides a single source of truth for valuation models.
Secure Digital Wallet & Custody Integration
We develop and integrate institutional-grade digital asset wallets and custody solutions to ensure the safe storage and management of tokenized assets.
- Multi-signature and MPC wallet architectures.
- Integration with leading qualified custodians.
- User-friendly interface for investors to manage their holdings.
Secondary Market & ATS Integration
We facilitate liquidity by integrating your tokenized assets with regulated secondary markets and Alternative Trading Systems (ATS), enabling compliant peer-to-peer trading.
- API-based integration with licensed trading venues.
- Ensures compliance with trading and settlement regulations.
- Unlocks true liquidity for previously illiquid assets.
Tokenomics Design & Consulting
Our experts help you design a robust economic model for your tokenized asset, covering aspects like token supply, distribution, governance, and incentive mechanisms.
- Aligns token mechanics with business objectives.
- Models economic scenarios to ensure sustainability.
- Maximizes value for both the asset owner and investors.
Orchestration of Off-Chain & On-Chain Data
We build secure oracle solutions that reliably connect your on-chain smart contracts with off-chain data sources, which is critical for dynamic AI-driven valuations.
- Ensures smart contracts react to real-world events.
- Uses decentralized oracle networks for maximum security.
- Critical for assets whose value depends on external factors.
AI-Driven Cap Table Management
Modernize your capitalization table management with a dynamic, on-chain solution that uses AI to model dilution, forecast exit scenarios, and manage complex vesting schedules.
- Automates updates based on new funding or token transfers.
- Provides real-time, transparent access for all stakeholders.
- Eliminates errors associated with manual spreadsheet management.
Automated Reporting & Investor Dashboards
We create intuitive, real-time dashboards for investors and asset managers, providing transparent insights into asset performance, valuation history, and compliance status.
- Customizable reports for different stakeholder groups.
- Visualizes complex data for easy interpretation.
- Enhances investor trust and reduces reporting overhead.
Digital Twin & IoT Integration for Physical Assets
For physical assets like real estate or machinery, we integrate IoT sensor data to create a 'digital twin', allowing the AI valuation model to account for the asset's real-time condition and usage.
- Valuation reflects actual wear-and-tear or improvements.
- Enables performance-based financial models.
- Provides unparalleled accuracy for tangible asset valuation.
Blockchain Interoperability Solutions
We design cross-chain solutions that allow your tokenized assets to move between different blockchain networks, maximizing liquidity and access to a wider range of DeFi protocols and investors.
- Increases the potential investor base for your asset.
- Allows access to unique features of different blockchains.
- Future-proofs your asset against single-chain limitations.
Our Strategic Implementation Process
We follow a structured, four-phase process to ensure your AI-powered tokenization project is delivered on time, within budget, and perfectly aligned with your strategic objectives.
1. Discovery & Feasibility
We begin with a deep dive into your assets, business goals, and regulatory environment. This phase includes a technical feasibility study and the development of a detailed ROI model.
2. Strategy & Architecture
Our experts design the complete solution architecture, including the AI valuation models, tokenomics, blockchain choice, and compliance framework. We deliver a comprehensive project blueprint for your approval.
3. Development & Security Audit
Our CMMI Level 5 agile teams develop the platform, smart contracts, and AI models. The process is punctuated by rigorous testing and a mandatory third-party security audit before deployment.
4. Deployment & Growth
We manage the full deployment, asset issuance, and investor onboarding. Post-launch, we provide ongoing support, performance monitoring, and strategic guidance on liquidity and market integration.
Industry-Specific AI Valuation & Tokenization
Our solutions are not one-size-fits-all. We tailor our AI models and tokenization platforms to meet the unique challenges and opportunities of your specific industry.
Unlocking Real Estate Liquidity
Tokenize commercial properties, development projects, or rental portfolios to enable fractional ownership and create liquid secondary markets. Our AI models provide dynamic valuations based on rental income, market comps, local economic data, and even IoT data from smart buildings.
- Fractionalize high-value properties for a wider investor base.
- Automate rent collection and distribution via smart contracts.
- AI valuation adjusts for occupancy rates, cap rates, and local market trends in real-time.
Modernizing Private Equity & Venture Capital
Tokenize shares in private companies or entire fund portfolios to provide early liquidity for LPs and founders. Our AI valuation models analyze company performance metrics, funding rounds, market trends, and exit comparables to provide fair value assessments for illiquid private equity.
- Create secondary markets for previously locked-up investments.
- Automate capital calls and distributions on-chain.
- AI-driven cap table management and scenario modeling.
Democratizing High-Value Collectibles
Fractionalize ownership of fine art, classic cars, rare wines, or other high-value collectibles. Our AI valuation engine analyzes provenance, artist reputation, auction history, condition reports, and market sentiment to provide transparent and data-driven valuations for these unique assets.
- Allows smaller investors to participate in the high-end collectibles market.
- Creates a verifiable, on-chain record of ownership and provenance.
- AI models track auction results and sentiment to update valuations.
Tokenizing Intellectual Property & Future Income
Convert intellectual property rights, such as music royalties, patent licenses, or future software revenues, into tradable digital assets. Our AI models forecast future income streams based on historical performance, market adoption rates, and industry trends to value these intangible assets.
- Creators and innovators can raise capital against future earnings.
- Smart contracts automate the collection and distribution of royalty payments.
- Provides a new asset class for investors seeking non-correlated returns.
Our Technology & Tools
We build on a foundation of best-in-class technologies to deliver secure, scalable, and high-performance solutions.
Proven Success in Asset Tokenization
Explore how we've helped leading organizations transform their assets and unlock new value through our AI-powered solutions.
Tokenizing a Commercial Real Estate Portfolio with AI Valuation
Problem
The REIT faced significant liquidity challenges, with capital tied up in large, indivisible assets. Traditional valuation methods were infrequent and costly, and they struggled to attract smaller, tech-savvy investors.
Key Challenges
- Inability to sell partial stakes in properties to raise capital.
- High costs and delays associated with manual property appraisals.
- Limited access to a global, digitally-native investor pool.
- Complex and paper-intensive processes for investor management.
Our Solution
We developed a comprehensive tokenization platform that converted ownership stakes in their top 20 properties into tradable security tokens. The core of the solution was an AI valuation engine that continuously updated property values based on real-time data.
- Deployed a platform for issuing and managing security tokens for each property.
- Built an AI model ingesting rental data, market comps, and economic indicators.
- Integrated an investor portal with automated KYC/AML and dividend distribution.
- Facilitated a partnership with a licensed secondary market for token trading.
Unlocking Venture Capital Liquidity Through AI-Valued Fund Tokenization
Problem
The firm's Limited Partners (LPs) had their capital locked in for long periods, creating a barrier to attracting new investors who desired more flexibility. Valuing the private companies in their portfolio was also a subjective and contentious process.
Key Challenges
- Long fund lock-up periods deterring potential investors.
- Lack of a secondary market for LPs to exit positions early.
- Difficulty in establishing fair, objective valuations for portfolio companies.
- Manual, error-prone management of capital calls and distributions.
Our Solution
We tokenized the Limited Partnership interests in their fund. An AI valuation model was created to provide a Net Asset Value (NAV) for the fund on a quarterly basis, analyzing portfolio company performance, recent funding rounds (409A valuations), and public market comparables.
- Created a security token representing a share in the VC fund.
- Developed an AI model for quarterly NAV calculation, increasing transparency.
- Established a compliant secondary trading environment for accredited investors.
- Automated distributions and capital calls using smart contracts.
Automating Royalty Distribution for Music IP via Smart Contracts & AI Valuation
Problem
The label struggled with the opaque and inefficient process of tracking and distributing royalties from dozens of streaming platforms. Artists had no way to access capital based on the future potential of their music catalog.
Key Challenges
- Delayed and often inaccurate royalty payments to artists.
- High administrative costs for royalty accounting.
- Inability for artists to capitalize on the value of their master recordings.
- Lack of transparency for artists into their earnings data.
Our Solution
We created a platform to tokenize the master recording rights for songs in their catalog. An AI model was trained to predict future streaming revenue based on historical data, seasonality, and social media trends. This valuation allowed artists to sell fractional shares of their future royalties to investors.
- Tokenized royalty streams for individual songs and entire albums.
- Developed an AI model to forecast future earnings with 92% accuracy.
- Built smart contracts that automatically collect and distribute royalties daily.
- Provided artists and investors with a real-time dashboard to track earnings.
What Our Clients Say
We pride ourselves on building strong partnerships and delivering transformative results. Here’s what our clients have to say about their experience with Errna.
Meet Our Cross-Disciplinary Experts
Our team brings together leaders in AI, blockchain, finance, and regulatory compliance to deliver holistic and powerful solutions.

Abhishek P., Ph.D.
Founder & CFO - Enterprise Architecture & Financial Modeling

Vishal N.
Senior Data Scientist (AI/ML) - Predictive Valuation Models

Prachi D.
Manager, Certified Cloud & AI Solutions Expert

Joseph A.
Expert Cybersecurity & Smart Contract Auditing
Flexible Engagement Models
We offer flexible engagement models designed to meet your specific needs, whether you require a full development team, project-based execution, or strategic advice.
Dedicated Team
An integrated team of our experts works as a seamless extension of your in-house team, providing dedicated resources for long-term projects and continuous innovation.
- Ideal for complex, long-term projects.
- Deep integration with your processes.
- Maximum flexibility and control.
Project-Based
We manage the entire project from start to finish based on a clearly defined scope, timeline, and budget. Perfect for specific deliverables like a tokenization platform or an AI model.
- Fixed scope, timeline, and budget.
- Errna manages the full project lifecycle.
- Clear deliverables and milestones.
Consulting & Advisory
Engage our senior strategists, financial analysts, and architects for high-level guidance on tokenomics, regulatory strategy, technical architecture, and market entry.
- Access to our top-tier experts.
- Strategic guidance and feasibility studies.
- Ideal for planning and strategy phases.
Frequently Asked Questions
Clear answers to common questions about AI-powered asset valuation and tokenization.
Traditional appraisal is a manual, point-in-time assessment that is often subjective and infrequent. AI valuation is a dynamic, data-driven process that continuously analyzes thousands of data points in real-time. This results in a more objective, accurate, and up-to-date valuation that can adapt to changing market conditions instantly.
We employ Explainable AI (XAI) techniques like SHAP (SHapley Additive exPlanations) and LIME (Local Interpretable Model-agnostic Explanations). This allows us to identify and quantify the specific factors driving a valuation. We provide full documentation, back-testing against historical data, and confidence scores, making the entire process transparent and auditable for regulators and investors.
A wide range of illiquid assets can be tokenized. This includes commercial and residential real estate, private company equity, venture capital funds, fine art, intellectual property rights (like music royalties and patents), infrastructure projects, and even rare collectibles. Our AI models are customized to the specific data sources and value drivers of each asset class.
Our "Regulatory-First" approach means compliance is built in, not bolted on. We work with legal experts to structure tokens as compliant securities (e.g., under Reg D, Reg S, Reg A+). The platform automates KYC/AML checks, investor accreditation, and transfer restrictions to ensure adherence to securities laws across different jurisdictions.
The timeline varies depending on complexity, but a typical project follows a phased approach. The initial Discovery & Strategy phase takes 4-6 weeks. The core Development & Security Audit phase can range from 3 to 6 months. The final Deployment & Growth phase involves the initial asset offering. We work with you to establish a detailed project plan with clear milestones from the outset.
Security is paramount. We implement a multi-layered strategy that includes: 1) Rigorous, third-party audits of all smart contracts. 2) Use of institutional-grade custody solutions with multi-signature or MPC technology. 3) Adherence to our ISO 27001 and SOC 2 certified security protocols. 4) Continuous penetration testing and threat monitoring of the platform.
Ready to Unlock the True Value of Your Assets?
Schedule a free, no-obligation consultation with our experts. Let's discuss how AI-powered valuation and tokenization can transform your portfolio, enhance liquidity, and create new opportunities for growth.