You can try all the fancy tools like Minvo, or countless other AppSumo products that claim to make editing easier, but the fundamentals lie in the algorithm. Does it correctly remove filler words? Does it improve the sound quality? Is the text editing smooth? And does the AI truly increase your work speed? I tried them all and had to request refunds for every one because they're mere imitations. YouTube reviewers don't genuinely use them, and you'll spend more time correcting their output. Treeble is the only exception. They seem to focus on audio podcast editing, but they're clearly moving into video. Their editor is on par with Descript. They efficiently remove filler words and noise without making the sound robotic. Even when adding background music, they achieve a great balance to keep the voice audible. These small details speak volumes about the developers, and ultimately, these details are crucial when considering the long-term value of an AppSumo LTD deal.