AI Valuation Reports for Fragmented Data Standardization

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Solution Overview

Problem

Conventional valuation computing systems face challenges with fragmented and incompatible data formats, leading to inadequate access to uniform datasets and inefficient visualization of valuation insights, particularly for startup companies.

Innovation Solution

An intelligent valuation data reporting system utilizing an artificial intelligence model to generate and display dynamic valuation reports on an interactive graphical user interface, with real-time updates and customizable features for efficient data management and analysis.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Quantity of substance

If conventional valuation computing systems process large volumes of fragmented data from multiple sources, then data coverage is improved, but data compatibility and uniformity deteriorate

Engineering Contradiction:
Improvedata volumeVSAvoiddata compatibility
Core Design Contradiction:
Quantity of substanceVSEase of operation

Solution Approach 1:

The patent introduces an intermediary data standardization layer that transforms fragmented data from multiple sources into a uniform format. This mediator component reconciles incompatible data structures and formats, enabling the system to process diverse data sources while maintaining consistency. The standardization layer acts as a buffer between raw data inputs and valuation processing, resolving compatibility issues without limiting data volume.

Inventive Principle:
Principle #24Intermediary (Mediator)

2Device complexity

If conventional systems use generic graphical user interfaces to visualize valuation insights, then system simplicity is maintained, but insight comprehensibility deteriorates

Engineering Contradiction:
Improveinterface simplicityVSAvoidinsight comprehensibility
Core Design Contradiction:
Device complexityVSLoss of information

Solution Approach 1:

The patent applies local quality by customizing different sections of the graphical user interface with specific visualization techniques tailored to different types of valuation insights. Rather than using a uniform generic interface, the system employs specialized visual representations (such as customized charts, graphs, and displays) in specific areas where particular insight types require enhanced comprehensibility, while maintaining overall interface simplicity.

Inventive Principle:
Principle #3Local quality

3Measurement precision

If conventional valuation systems perform comprehensive data analysis, then valuation accuracy is improved, but processing time deteriorates

Engineering Contradiction:
Improvevaluation accuracyVSAvoidprocessing time
Core Design Contradiction:
Measurement precisionVSLoss of time

Solution Approach 1:

The patent implements preliminary action by pre-processing and standardizing data before comprehensive valuation analysis begins. Data from multiple sources is cleaned, formatted, and validated in advance, creating a ready-to-analyze uniform dataset. This preliminary preparation reduces the computational burden during actual valuation processing, enabling comprehensive analysis to complete faster while maintaining accuracy.

Inventive Principle:
Principle #10Preliminary action

Data Source

PatentUS12354173B1Dynamic valuation systems and methods
Publication Date: 2025.07.08 MASSACHUSETTS MUTUAL LIFE INSURANCE CO
  • US12354173B1 patent drawing
  • US12354173B1 patent drawing
  • US12354173B1 patent drawing

AI summary

Disclosed herein a system having an artificial intelligence model, which is executed to generate and display valuation reports on an interactive graphical user interface. The valuation reports include valuation information of companies. The valuation reports include multiple variables associated with the valuation information of the companies whose values are dynamic, and the values may be updated in real-time. The swift turnaround time of the valuation reports on the interactive graphical user interface may allow the client user to trade swiftly and efficiently.