What VidScore Helps With

What you can expect

• Summaries of how people, brands, and products appear across YouTube videos
• Patterns in mentions, appearances, and contextual associations
• Scores that reflect observable signals from public content
• Links to original videos where associations were identified
• Standard YouTube videos with spoken content across all creator categories

Limits

• Verification of identity, intent, or personal involvement
• Endorsement or judgment of any person, brand, or product
• Guarantees of accuracy, completeness, or timeliness
• Access to private, deleted, or restricted content
• Music videos, YouTube Shorts, movies/TV shows, content made for kids, and active live streams

How it works

VidScore processes publicly available YouTube content to generate informational results. When you navigate to a supported page, the extension surfaces summaries and scores based on observable patterns. These results are programmatic. They depend on what content is available, how it is structured, and what the system can extract at a given point in time.

Results may change as new content is published, existing content is removed, or the system updates its analysis. This is expected behavior, not an error. The extension is designed to complement your own research, not to shortcut it.

Common misconceptions

• Believing a VidScore summary is a verified fact. It is an informational pattern, not confirmation
• Treating a score as a rating or endorsement. Scores reflect observable signals, not quality judgments
• Assuming a missing result means something was excluded deliberately. Absence often reflects data availability, not editorial choice
• Expecting results to be identical across visits. Changes over time are normal and expected

What to do

• Do not treat VidScore results as the sole basis for decisions about people, brands, or products