Content Analysis Application for Pre-Upload Subtopic Validation

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Solution Overview

Problem

Content creators face inefficiencies in identifying missing sub-topics in content items, leading to low rankings and resource wastage due to hosting deficient content, which is often detected only through manual feedback after posting.

Innovation Solution

A content analysis application that analyzes content items for deficiencies by identifying and calculating ratings for sub-topics, comparing them to a minimum viable subset, and providing recommendations to include missing content before posting, thereby preventing resource waste.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Reliability

If manual feedback monitoring is used to identify deficient content items, then content quality can be improved, but time consumption and operational efficiency deteriorate

Engineering Contradiction:

Improvecontent qualityVSAvoidtime consumption

Core Design Contradiction:

ReliabilityVSLoss of time

Solution Approach 1:

The patent replaces the mechanical manual review process with an automated content analysis system that uses machine learning models and algorithms to analyze content items, identify missing sub-topics, and generate recommendations automatically, eliminating the need for manual human review while maintaining or improving detection accuracy

Inventive Principle:

Principle #28Mechanics substitution (Replace mechanical system)

Solution Approach 2:

The system enables content items to be automatically analyzed and evaluated for completeness without requiring external manual intervention. The content analysis application autonomously processes uploaded content, compares it against the minimum viable subset criteria, and provides self-service feedback to creators about what content is missing

Inventive Principle:

Principle #25Self-service

2Productivity

If content items are hosted without pre-validation, then storage and network resources are consumed, but resource wastage increases when content is deficient

Engineering Contradiction:

Improvecontent hosting speedVSAvoidresource wastage

Core Design Contradiction:

ProductivityVSLoss of energy

Solution Approach 1:

The system performs preliminary validation of content items before they are hosted or made available to users. The content analysis application evaluates content completeness against the minimum viable subset criteria in advance, preventing deficient content from being uploaded to storage resources, thereby avoiding wasted energy and storage capacity

Inventive Principle:

Principle #10Preliminary action

Solution Approach 2:

The system takes preliminary anti-action by blocking or preventing the hosting of content items that fail to meet the minimum viable subset requirements. Instead of allowing deficient content to consume resources and then dealing with it later, the system proactively prevents resource allocation to inadequate content in the first place

Inventive Principle:

Principle #9Preliminary anti-action

3Productivity

If creators are not informed of missing sub-topics before posting, then content can be posted quickly, but content quality and consumer interest deteriorate

Engineering Contradiction:

Improvecontent posting speedVSAvoidcontent quality

Core Design Contradiction:

ProductivityVSReliability

Solution Approach 1:

The system implements automated feedback mechanisms that provide creators with immediate information about missing sub-topics and content deficiencies. The content analysis application generates specific recommendations telling creators what content is missing, allowing them to improve their content before posting without significantly delaying the process

Inventive Principle:

Principle #23Feedback

Solution Approach 2:

The system provides creators with preliminary information about content deficiencies before they finalize and post their content. By notifying creators of missing sub-topics in advance, creators can make informed decisions about whether to revise their content or proceed with posting, maintaining both speed and quality

Inventive Principle:

Principle #10Preliminary action

Data Source

PatentUS12443591B2Systems and methods for providing recommendation to modify deficient content item

Publication Date: 2025.10.14 ADEIA GUIDES INC

AI summary

Systems and methods are disclosed herein for providing a recommendation to modify deficient a deficient content item. A plurality of content items associated with a topic is retrieved. Each of the content items includes a plurality of portions each associated with a respective sub-topic. A rating for each sub-topic of the content items is calculated, and a minimum viable subset of the sub-topics is identified based on the calculated ratings. A new content item associated with the topic is accessed. A plurality of portions of the new content item is identified and a sub-topic for each identified portion is determined. An omitted sub-topic of the minimum viable subset of the sub-topics that is not included in the sub-topics of the new content item is identified, and the system interrupts upload of the new content and recommends modifying the new content item to include a portion with the omitted sub-topic.