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Ad Creative Uniquifier: 100 Copies of One Video for Launching Ads in 2026
Ad creative uniquifier: which changes to a copy of an ad creative move its fingerprint and which do not move it at all. Measurements on a million images, the match threshold, safe limits for edits and what a hundred copies cost.
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How to Remove Metadata from Video and What Stays in the File
There are three ways to remove metadata from a video, and each has its limits. We look at what is inside the file, what goes and what stays after cleaning.
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Multiple Instagram Accounts: How Many Copies of One Video Stay Different
How many copies of one video stay different from one another when you post it across an Instagram account network: our measurement, how we ran a 300-account network, and a script that checks copies in pairs.
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Video Fingerprint Check: What You Can Measure Before Uploading
Platforms match image and audio fingerprints, not a file’s bytes. We applied 13 edits to four videos and measured which ones move a video fingerprint and which don’t.
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TikTok Promotion: Free Tactics, Posting Frequency and Paid Options
TikTok promotion without spending money: how many videos to post, which tactics TikTok itself recommends, why repeated videos stay out of the For You feed, and when Promote makes sense.
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Batch Video Processing: A Whole Folder in One Run
Batch video processing with an FFmpeg loop, a job queue or bulk export: four silent failures, a numbers-based check of the output, and a measurement on real footage.
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Best Social Media Scheduling Tools: 5 Services Compared
Five scheduling services compared by price per account, free trial, sign-in method and platform limits. Plus our measurement of whether re-encoding makes one video different for ten accounts.
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How to Get Recommended on TikTok, Reels and Shorts: What the Platforms’ Own Rules Say
Getting recommended means passing two checks: eligibility and retention. What TikTok, Instagram and YouTube themselves say about both, and our measurement of how borders, mirroring and speed-ups change a video for machine comparison.
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How to Get on the For You Page on TikTok: What Happens to a Video in the First Hours
What happens to a new TikTok video in its first hours: moderation, the For You feed, the peak and the result after two days. What TikTok itself advises, and where the “200-view threshold” comes from.
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0 Views on TikTok: Why It Happens and What to Do
Your video is published, but it has 0 views on TikTok. Seven reasons, how to check each one, and what to do about each.
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New TikTok Account Getting 0 Views: What to Check in the First Week
Why a new TikTok account can get 0 views, how to tell no impressions from no views, and the nine checks to run in the first week before you give up on the account.
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How to Get Recommended on Instagram Reels: Reels vs TikTok
Reels recommendations start with eligibility, then signals like shares and watch time decide how far a video goes. What Instagram and TikTok themselves say, how trial reels work, and what we saw in our own network of about 300 accounts.
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TikTok algorithm: how it picks videos and which signals weigh more
Which signals the TikTok algorithm takes into account: what TikTok itself has confirmed, what the leak and bot experiments showed, and what happens to one video on several accounts.
