Decentralized Asset Valuation Using Appraiser Networks and AI
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Solution Overview
Problem
Existing methods for valuing unique assets are inefficient, costly, and prone to errors due to reliance on local experts, lack of standardization, and limited marketplaces, making it difficult to determine a fair price.
Innovation Solution
The Appraiser Network (AN) uses blockchain technology and gamified incentives to crowdsource asset valuations, employing machine learning and artificial intelligence to aggregate diverse opinions, ensure independence, and provide a fair valuation through a decentralized network.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Reliability
If local experts are used to value unique assets, then valuation reliability is improved, but cost and time consumption increase
Solution Approach 1:
The system segments the valuation process by dividing the expert network into specialized categories (art appraisers, real estate appraisers, etc.) and assigning assets to appropriate segments based on type. This allows parallel processing of multiple valuations simultaneously, reducing time consumption while maintaining reliability through specialized assessment.
Solution Approach 2:
The system creates digital copies of asset information and valuation data stored on blockchain. Multiple appraisers can simultaneously access and evaluate copies of the same asset documentation, eliminating the need for physical presence and enabling parallel review processes that reduce time consumption while maintaining expert reliability.
2Reliability
If local experts are used to value unique assets, then valuation reliability is improved, but cost increases
Solution Approach 1:
The system merges multiple independent expert appraisers into a single decentralized network. Instead of hiring one expensive expert, the system combines contributions from multiple lower-cost appraisers whose opinions are aggregated through blockchain-based consensus mechanisms, reducing overall cost while maintaining reliability through diversity of perspectives.
Solution Approach 2:
The system enables appraisers to independently submit valuations without requiring coordination or payment management infrastructure. The blockchain platform automatically records, verifies, and aggregates appraisals, allowing experts to serve multiple clients simultaneously without increasing their individual compensation, thereby reducing overall system cost.
3Device complexity
If a single expert provides valuation, then process simplicity is maintained, but measurement precision deteriorates
Solution Approach 1:
The system performs preliminary filtering and categorization of asset information before it reaches appraisers. Asset data is pre-processed, verified, and organized by type and characteristics, allowing multiple appraisers to work simultaneously on prepared materials without duplication of basic analysis, thus maintaining simplicity while improving precision through multiple independent assessments.
Solution Approach 2:
The blockchain system provides automatic feedback loops where appraisers can revise their valuations based on new information or peer review. The system tracks the evolution of valuation opinions and allows for corrective feedback, improving measurement precision through iterative refinement while maintaining process simplicity through automated management of feedback cycles.
4Measurement precision
If expert appraisals are conducted, then valuation accuracy is improved, but accessibility deteriorates
Solution Approach 1:
The system transitions from physical, location-based expert access to a digital dimension where appraisers can evaluate assets remotely through blockchain-based platforms. Asset information is digitized and made accessible globally, allowing users in any location to obtain accurate valuations without needing to physically access expert appraisers, thereby improving accessibility while maintaining accuracy.
Solution Approach 2:
The blockchain platform serves as an intermediary between asset owners and expert appraisers. It automatically handles the complex processes of finding appropriate appraisers, verifying their credentials, recording their valuations, and ensuring their independence, making the system as accessible as a simple database lookup while maintaining the accuracy of expert assessments.
5Measurement precision
If multiple experts provide valuations, then measurement precision is improved, but device complexity increases
Solution Approach 1:
The system changes the parameters of data storage and processing to optimize for multiple appraisals. Blockchain technology provides immutable, timestamped records that can store numerous appraisal opinions efficiently. The system uses cryptographic hashing and distributed ledgers to manage multiple data streams, enabling precise valuation aggregation without the complexity of traditional centralized databases or manual coordination systems.
Data Source
AI summary
The invention provided herein generally relates to devices, systems, and methods for valuing assets, including physical and digital, cash and non-cash assets, by transmitting information to an appraiser network including users who submit appraisal bids, wherein the appraiser network users have reputation scores, and wherein the users are incentivized for participation and rewarded based on the asset value and/or sale price, optionally using machine learning and/or artificial intelligence to provide a reward and/or reward estimate. In some embodiments, the asset is digitized, and the invention allows for transactions involving the digitized asset and/or the value of the digitized asset.