Just wanna give a big shout-out to Ibrahim, for developing Taja AI which is a comprehensive thumbnail creation utility that not only does thumbnails, but also creates shorts and titles and descriptions for tags, and requires a transcript for your YouTube video. At the same time, sending those shorts to all of the social media connections. And this is, accomplished in a few seconds, just basically dropping the link into the application, and Taja.ai goes to work, I'm able to save a tremendous amount of time, especially if I'm doing A/B testing on YouTube. In the YouTube A/B testing section where I could just drop Taja's thumbnails and copy and paste the, the titles that were extrapolated from the video right in the YouTube Boxes and you're good to go. So, again, I have to give this tool, uh, five taco thumbs up, endorsement and I highly recommend it. The workflow is a tremendous time-saver, and the quality of the output is very, very, very good. YouTube's API changes constantly and I find the Taja support team responsive to the needed changes to adjust to revisions.