No filming:An AI avatar or clone yourself

    Content Strategy & Marketing — page 5

    Distribution, positioning and growth strategy for AI-assisted content — turning generation capacity into an audience.

    Page 5 of 19

    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

    Video for yield season and summer melt

    Between the deposit and move-in day the job is reassurance, not recruitment. A personalised-at-scale video plan that needs no new footage and no new consents.

    9 min read

    When a strong hook doesn't hold

    A hook that wins the swipe and loses the viewer eight seconds later is a coherence failure, not a hook failure. The two-checkpoint read that separates them.

    9 min read

    How many episodes before you kill a series

    Commit a pilot length, one metric and a written stop rule before episode one, so two noisy duds cannot cancel a series that has not been measured yet.

    9 min read

    Instagram predicts audio page taps on Reels

    Instagram predicts Reels reshares, watch-through, likes, and audio page taps. The tap is a create-intent proxy. The track decides whose audio page opens.

    9 min read

    Instagram repost limit: 10 in 30 days

    10 or more unenhanced reposts of others' content in 30 days make the account ineligible for Instagram recommendations. Your own recuts do not count.

    9 min read

    LinkedIn dwell time claims are unverified

    LinkedIn publishes no ranking guidance on dwell time. Instagram and YouTube publish theirs. How to tell a documented signal from confident inference.

    8 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

    Meta pays AI creators on Facebook long-form

    AI video can enter Meta Content Monetization if you made it and label it. Facebook long-form in-stream ads pay. Instagram Reels has no reported ad share.

    8 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

    One model for image, video and audio?

    FLUX 3, MiniMax H3, Wan 3.0 and Gemini Omni Flash train all three modalities at once. When one model beats a best-of-breed stack, and three jobs where it loses.

    8 min read