A 20-minute weekly retention review
A 20-minute agenda that turns last week's curves into one edit decision, one packaging decision, and three numbers you log so the trend is visible.
8 min read
Fixing step-downs at chapter boundaries
Evenly spaced small drops mean your transitions are working as exits. The bridge pattern that carries a question across the seam, and how to measure the fix.
9 min read
Give every minute of a long video a job
Long-form holds when each block has a named job, starting with a first minute that confirms the thumbnail. Fill this block sheet before you script.
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
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
Part 2 inherits Part 1's audience
Finishing Part 1 is a strong interest signal, so Part 2 often arrives without search. Build a Part 1 that earns the handoff, then track their views ratio.
9 min read
Place CTAs at 55-75% of runtime
End-screen CTAs reach the smallest remaining audience. Place the ask at 55-75% of runtime, right after a payoff, then A/B the timestamp.
9 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
Re-hook cadence: how often to reset attention
Place re-hooks on your own drop-off timestamps, not on a round interval. Graph-driven placement, then an overlay that shows whether the dip actually flattened.
9 min read
Retention benchmarks are relative, not absolute
A 35% first-minute drop can be a disaster or an above-average result. Build a length-banded baseline from your catalogue instead of chasing published averages.
8 min read
The first-two-seconds trim test
Republish an underperformer with the opening two seconds deleted and nothing else changed. The setup, the metric, and the curve shape that predicts a win.
9 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
Audience Fatigue Is a Format Problem, Not a Model Problem
A lab study, a monetization policy, and streaming data each measure something different. None of them found generation quality as the cause of fatigue.
7 min read
Audience Retention Analysis for AI Creators
Audience retention analysis for AI creators: read the four curve shapes, diagnose intro cliffs, dips, and spikes, and fix each one with targeted regeneration.
7 min read
Related topics
Audience RetentionBrand Video Marketing245Short Form Video240Content Creation220AI Video Generator211Content Marketing167Social Media Strategy128Brand Growth100Image To Video95AI Video75Captions66Credits64Video Editing59AI Advertising58Digital Marketing58Seedance 2 555First Last Frame54AI Disclosure50Video Generation48AI UGC47Viral Video Strategy47Character Consistency46Business Video45Instagram Reels44VEO 3.142Content Strategy40Ideogram V440Short Form39Team Productivity39UGC Ads39Burned In Captions38Native Audio38Text To Image37Voice Cloning37Text Overlay36Flux 335Text To Speech35Caption Styles34Marketing Automation34Vidu Q334Post Production33YouTube Shorts33UGC32Workflows32AI Lipsync31Compliance31Image Editing31Image Generation31Video SEO31Text To Video29Voiceover28Youtube28TikTok Marketing27Prompting26Qwen Image 326Workflow26Accessibility25API25Reference To Video25Seedream 5 Pro25Article 5024Tiktok24Trending Videos24Retention23Sora 223Usage Rights22Model Selection21Prompt Engineering21Brand Consistency20Faceless YouTube20Stills20Video Prompting20AI Music19AI Music Generator19Audio Mixing19Youtube Monetization19Aspect Ratio18Continuity18Disclosure18Safe Area18Talking Head18AI Content Pipeline17AI Video Workflows17Auto Captions17Brand Kit17C2pa17Creative Testing17Creator Economy17Eu AI Act17Likeness Rights17Motion Control17Product Video17Client Contracts16Hooks16Kling 3.016Quality Control16Seedance16Wan 2.716Agent15AI Content Label15AI Video Pricing15Color Grading15Content Credentials15Grok Imagine15Kling 3 Turbo15AI Content Workflow14AI Dubbing14AI For Creators14Brand Safety14Camera Control14Inpainting14Localization14MCP14Reference Images14Temporal Consistency14Typography14Wcag14Agency Operations13Content Repurposing13Copyright13Frame Rate13Sound Design13Suno13Talking Head Video13Versely Agent13Ypp13AI Disclosure Rules12AI Video Editing12Automation12Batch Generation12Dubbing12Likeness12Product Photography12Production Workflow12Prompt Adherence12Synthetic Media12Thumbnails12Watch Time12Ypp Health12