What engaged views mean on YouTube
Engaged views still mean stay. After 24 Aug 2026 a public view starts at the first frame; earnings stay on engaged metrics.
7 min read
Public views will not move YPP or ad revenue
YouTube said earnings stay on engaged Shorts views and engaged watch hours. A bigger counter is not a raise.
6 min read
Replies do not count toward X eligibility
500k verified Home Timeline impressions exclude reply impressions. A reply-guy strategy will not qualify you.
5 min read
Which social platforms actually pay for AI video
Earning on social is a counterparty question, not a posting-volume question. Who signs the cheque on YouTube, TikTok, Instagram, X, Snapchat and Threads — and which income model that points to.
8 min read
Who pays for an AI-generated film
An AI film is a deliverable, not a channel. The four counterparties that actually buy one — a brand, a founder, an audience, a platform — and why Movie Mode is the production shape, not the income model.
9 min read
The AI label is not a reach penalty
Platforms present the label as transparency. Inauthentic / unoriginal / spam policies are what hurt distribution — a different document.
6 min read
X Original Content Rewards 2026
X Original Content Rewards needs 500,000 verified Home Timeline impressions in 90 days, replies out, plus 500 verified followers.
6 min read
X pays Premium Home Timeline impressions, not raw views
Qualified impressions: unique Premium users, Home Timeline, at least 50% visible. Promoted and replies are out.
6 min read
Borrow formats from niches that aren't yours
Familiar-but-unexpected is a transplant, not an invention. Source a working structure from an unrelated niche and test it for three episodes before a season.
9 min read
What Facebook's originality rules deprioritize
Facebook's March 2026 originality push lists the behaviours it treats as unoriginal. Here they are, plus a way to audit your posting mix against them.
9 min read
Good abandonment: when drop-off isn't failure
A viewer who leaves after getting the answer is not the same as one who leaves bored, but average percentage viewed scores them the same. What to use instead.
9 min read
Instagram recommends only the original duplicate
Instagram recommends only the original when it finds identical content. Copies stay up but drop out of Explore, Reels and in-feed.
9 min read
LinkedIn has no AI disclosure toggle
LinkedIn ships no creator-facing AI disclosure control and publishes no penalty for AI content. That makes disclosure there a caption decision you own outright.
9 min read
LinkedIn has no open creator revenue share
LinkedIn has no apply-to ad-revenue programme, so there is no duration floor and no demonetization risk. BrandLink is invite-only. Score video for pipeline.
8 min read
Making a faceless channel look authored
Six production changes that move a faceless channel from template output to invented character and narrative, plus an episode audit to run before publishing.
9 min read
Milk a format until the numbers say stop
Most working formats get retired on boredom, not data. Plot a decay curve per format and use a rolling median to tell one dud episode from a spent shape.
9 min read
Negative hooks vs benefit hooks: run the pair
Loss-framed openers usually beat benefit-framed ones, but the size of the gap is yours to measure. A paired-post protocol that produces your own number.
9 min read
Pinterest's see fewer GenAI control and reach
Pinterest's see fewer GenAI control is category-scoped and expanding. Size your exposure from topic mix and labels, not from an unpublished opt-out rate.
8 min read
Raise information density to stop a slow bleed
A slow bleed is the one retention shape you can diagnose from the script alone. How to score claims per minute, find your band, and edit toward it.
9 min read
Sends per reach: the Reels signal to design for
Mosseri named sends per reach as a Reels ranking signal ahead of likes. Six structures that trigger sends, and how to track the ratio without a benchmark.
8 min read
Dear Algo puts Threads reach in users' hands
Threads' 2026 Dear Algo and Your Algo controls let people ask for more or less of a content type. How to be the thing they ask for more of.
8 min read
How the Threads feed mixes followed and recommended
Meta describes the Threads feed as an ML-ranked blend of followed and unfollowed accounts. What changes when you write for the half that has no context.
8 min read
TikTok completion floors by clip length
Completion rate means nothing without a duration band. Floor targets per band, how to build your own from 60 posts, and when shortening beats fixing.
8 min read
Your hook is a frame, not a line
The opening frame carries more hook load than the opening line. What clip-level data shows, the sound-off case, and a first-frame audit for your last 30 posts.
9 min read
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