Relationship-Based Business Network With Affinity Score Matching

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Solution Overview

Problem

Existing business networking technologies are inefficient, inaccurate, and fail to provide relevant connections and recommendations, leading to suboptimal collaborations and partnerships.

Innovation Solution

A user-defined relationship-based connectivity algorithm that utilizes matching algorithms, recommendation systems, and trust mechanisms to pair businesses based on specific criteria, ensuring meaningful connections and enhanced collaboration opportunities.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Measurement precision

If traditional matching algorithms are used to connect businesses, then the system can process connections, but the matching is inefficient and inaccurate

Engineering Contradiction:
Improvematching accuracyVSAvoidconnection processing efficiency
Core Design Contradiction:
Measurement precisionVSProductivity

Solution Approach 1:

The system implements feedback mechanisms where users can rate and review connections, and the algorithm uses this feedback to continuously improve matching accuracy. The affinity score calculation incorporates feedback from mutual connections and interaction history to refine future matching decisions.

Inventive Principle:
Principle #23Feedback

Solution Approach 2:

The patent changes the parameters used for matching from simple binary matches to multi-dimensional affinity scores that consider multiple factors including mutual connections, interaction history, and user-provided criteria. This transforms the matching process into a nuanced evaluation that improves both accuracy and efficiency.

Inventive Principle:
Principle #35Parameter changes

2Measurement precision

If comprehensive business profiles are stored and searched, then more accurate matching is possible, but the system complexity increases

Engineering Contradiction:
Improvematching accuracyVSAvoidsystem structure
Core Design Contradiction:
Measurement precisionVSDevice complexity

Solution Approach 1:

The system segments the complex matching process into distinct modules: profile storage, affinity score calculation, matching algorithm, and connection management. Each module handles specific aspects of the matching process, making the overall system more manageable while maintaining high matching accuracy through specialized processing at each stage.

Inventive Principle:
Principle #1Segmentation

3Reliability

If relationship-based connectivity algorithms are implemented, then meaningful connections are facilitated, but the algorithm complexity increases

Engineering Contradiction:
Improveconnection relevanceVSAvoidalgorithm structure
Core Design Contradiction:
ReliabilityVSDevice complexity

Solution Approach 1:

The system performs preliminary actions by pre-calculating affinity scores for potential connections and pre-organizing business profiles with relevant attributes. This preparation allows the matching algorithm to operate more efficiently, reducing real-time computational complexity while maintaining high relevance in connections.

Inventive Principle:
Principle #10Preliminary action

Data Source

PatentUS20250371628A1My open guild
Publication Date: 2025.12.04 SAGATELOV ROUBEN
  • US20250371628A1 patent drawing
  • US20250371628A1 patent drawing
  • US20250371628A1 patent drawing

AI summary

According to an aspect of the present invention, there is provided a computer-implemented method for operating a relationship-based network, comprising: receiving a connection request from a user; adding another user to the user's defined relationship-based network based on an indication of an acceptance by the other user; displaying existing connections, dynamically updated new connections, and categories for a user's connections using tags or labels; displaying full profiles for one or more first-degree connections directly connected users sent connection requests to which have been have accepted; display partial profile information for second-degree connections which are the clients or vendors of the user's first degree connections; and displaying limited profile information for third-degree connections which are the connections of the user's second-degree connections.