Methodology

How We Collect Data

All tools, reviews, and deals in our directory are sourced from publicly available YouTube video content. We analyze video metadata, descriptions, and transcripts to extract mentions of AI video ad tools and related promotional offers.

What Are "Receipts"?

Every review snippet and deal in our directory includes a "receipt" - a direct link to the exact timestamp in a YouTube video where that claim or offer was mentioned. This provides transparency and allows you to verify the information yourself.

Data Sources

We only include information that can be reliably obtained from:

• YouTube video metadata (title, channel, publish date)
• Video descriptions (often containing promo codes and links)
• Video transcripts and captions (for review snippets)
• Tool aggregators and directories (for basic tool information)

Limitations

Please note:

• Some creators may be sponsored, which could influence their opinions
• Promotional codes may expire or have limited availability
• Tool features and pricing may change after a video is published
• Transcript accuracy depends on YouTube's automatic captioning

Report Issues

If you find incorrect information, expired deals, or broken links, please use the "Report" button on any review or deal to let us know. We regularly review and update our data based on community feedback.