Why Results Should Be Used Alongside Original Sources

What you can expect

• Results that summarize information from original YouTube videos
• Associations that reflect observable patterns in publicly available content
• Links or references that connect results back to the original content
• Scores based on aggregated signals from multiple sources

Limits

• Guarantees that results reflect the full context of the original content
• Verification of claims, facts, or intent. That requires reviewing the original source
• Editorial judgment about what information is most important or relevant

How it works

Automated summarization trades completeness for accessibility. A 30-minute video may produce a few sentences of summary. A creator's entire body of work may produce a single score. In both cases, the original content contains vastly more information than VidScore can surface.

This is intentional. VidScore is designed to help users navigate large volumes of content efficiently. But efficiency comes at a cost: context is reduced, nuance is lost, and edge cases are smoothed over. The original source remains the authoritative reference for any question about what was actually said, shown, or intended.

Common misconceptions

• Assuming VidScore results are a complete picture. They are always partial by design
• Using VidScore summaries in place of watching the original video. Summaries cannot capture tone, visual context, or intent
• Treating VidScore as a primary source. It is a secondary tool that points to primary content