Plugged it straight into our outreach tooling. ROAS improved roughly 30% versus the lookalike audience we ran before. Saved us hours of manual cleanup.
Glad to hear the dataset worked for you, always good to hear from buyers using the file for real outreach. Happy to fast-track a custom segment if you ever need one.