Car Review Youtubers - AI-Curated Top 20 List

Metrics reflect a rolling last-30-days view across key signals and refresh in seconds when you paste a profile or request an update. That means recent ER%, views, cadence and audience snapshots are normalized and available in near-real-time for fair cross-platform comparisons.

Yes. After signup you can export the Top-20 creators and their audience details — PDF/JSON profile analyses, CSV favorites, and a live Google Sheet from the Media Plan Builder. Exports require sign-in and reflect the rolling last-30-day metrics shown in the platform.

We normalize engagement and views by using last-30-day averages and posting cadence to create comparable ER% and min/avg/max view bands. Metrics are scaled so Instagram, YouTube and TikTok are apples-to-apples - ER is likes+comments relative to followers with cadence context; views come from recent-post distributions for fair cross-platform ranking.

We cross-check creator content, audience signals and engagement patterns over the rolling last-30-days. Our pipeline flags abnormal follower growth, low reach vs. follower counts, duplicated accounts and inorganic engagement, then verifies audience demographics (gender, geo, language) and reachability. Results feed fraud scores and audience-verified dashboards.

Yes. Instagram, YouTube and TikTok creators are shown in a single, standardized grid - ER%, views and posting cadence are normalized using the rolling last-30-day window so you can view side-by-side diagnostics, audience markets and reachability for like-for-like shortlist comparisons.