YouTube Comment Likes Not Working - New Update Killing Comment Ranking

To avoid detection by YouTube's AI filters, providers should shift towards organic, gradual engagement rather than quick bursts of activity. Prioritizing natural delivery speeds will help ensure that likes and comments stick without being flagged or removed.
 
I also noticed this too, likes show for a bit then drop back to zero. looks like YouTube is cleaning up fake engagement more strictly now, especially when it comes in bulk or too fast.
 
anyones youtube comment likes works? any updates from someone
 
Yeah, Youtube clearly moved from just counting numbers to actually reading behavior. Instant spikes get flagged way easier now escpecially on sma;; channels. Feels like the only services that will survive long term are the ones that mimic more natural, gradual activity instead of fast drops.
 
Yeah, YouTube is using much better tools now to detect SMM activity.
Most SMM services leave fingerprints on the accounts they use, so if one proxy or account used for comments gets blacklisted, YouTube can connect this activity with your channel too.
That’s why many SMM panel accounts get banned.
This is why a lot of people move to phone farms and build their own setup.
You control the behavior of the accounts, so you don’t leave them running 24/7 watching random videos from every country and language.
With a phone farm, the activity looks much more natural, closer to real human behavior, so it’s harder to flag.
And if you know real programming, you can build your own system, or find some serious software provider that keeps updating things every time YouTube changes something.
Do you have any advice which tool for phone farm I can use? I tried GoLogin and it's not working for me. Is there any YT automation bot that works good?
 
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