Burst cut sequences as a re-engagement device
A short burst of fast cuts every few minutes resets attention in talking-head long-form. Place the bursts on your drop-off points, then measure the recovery.
8 min read
Cut rhythm variance beats cut rate
A constant cut frequency habituates viewers no matter how fast it is. Chart cut interval across the timeline to find the flat stretches that quietly cost hold.
8 min read
Diagnosing a Weak Opening With Video Analysis
Your platform analytics say when viewers left. Video analysis says what was on screen at that second. Joining the two turns a hunch into a specific edit.
9 min read
Eight retention curve shapes and their causes
A diagnostic taxonomy for retention graphs: eight shapes, the look-alikes that get confused, and the discrimination test that tells them apart before you edit.
9 min read
Find the segment behind a mid-video cliff
A sharp drop between the 40% and 70% marks is almost always one segment, not pacing. The timestamp-to-edit procedure, and the test that confirms the cut.
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
Karaoke captions vs static blocks, by format
Word-by-word burn-in holds in short-form and fatigues in long-form. The per-format rule, and how to catch caption-style cost at specific timestamps.
9 min read
Mine rewatch spikes for your next thumbnail
A bump above the retention line is a moment the audience chose. Turn spikes into thumbnails, clips, and re-hooks, then test them against a control.
8 min read
Packaging problem or content problem?
Click-through and retention form a two-by-two that tells you whether to repackage or re-edit. Most creators re-edit videos that only needed a new title.
9 min read
Padding cliffs and publishing at true length
Stretching a six-minute idea to clear a runtime threshold leaves a visible seam in the retention graph. How to spot it and compare per-video return honestly.
9 min read
Repurpose by retention spike, not by chapter
Chapter markers follow your outline; rewatch spikes follow the audience. Clip from the spike, then run the paired test that shows whether those clips win.
9 min read
Watch time per impression, as one number
Click-through and retention trade off. Combine them into watch time per impression, which YouTube's thumbnail test accumulates when it picks a winner.
9 min read
Cliffhanger Engineering for Serialised Verticals
Cliffhangers aren't a writing flourish in a 60-second vertical, they're the mechanism that gets episode two watched. The cut has to land early, not late.
7 min read
The Last Two Seconds: End Frames and CTAs That Survive the Swipe
Everyone optimizes the hook; almost no one designs the exit. CTA placement, loop-back endings, and matching the end card to where the ad actually sends people.
8 min read
Originality, Play Duration, Search Value, Engagement: Building to the Formula
TikTok's Creator Rewards formula scores four things: originality, play duration, search value, engagement. Three are scriptable; one rarely gets scripted.
8 min read
Related topics
RetentionShort Form Video283AI Video Generator280Brand Video Marketing280Content Creation261Content Marketing196Social Media Strategy149Brand Growth114Digital Marketing68Video Generation68AI Advertising64Video Editing56Viral Video Strategy55Business Video51AI Video47Character Consistency46Instagram Reels46AI UGC44Team Productivity40Voice Cloning40Marketing Automation37TikTok Marketing35Video SEO35Content Strategy34Post Production33AI Disclosure32Image Generation32Captions30Compliance27Trending Videos27Accessibility25API25YouTube Shorts25Text To Image24Workflows23Client Contracts22Faceless YouTube22Image Editing22Image To Video22Model Selection21Prompt Engineering21Video Prompting21Agency Operations19AI For Creators19Audio Mixing19Brand Consistency19Credits19Prompting19Voiceover19Creator Economy18Text To Speech18AI Content Pipeline17AI Video Workflows17Reference To Video17AI Music Generator16Seasonal Content16Talking Head Video16Text To Video16UGC Ads16Usage Rights16Audience Retention15Color Grading15Creative Testing15Quality Control15Workflow15AI Content Workflow14AI Dubbing14AI Lipsync14AI Video Editing14Camera Control14Inpainting14Likeness Rights14Sound Design14Temporal Consistency14VEO 3.114AI Video Pricing13AI Voiceover13Brand Safety13Content Repurposing13Copyright13First Last Frame13Native Audio13Reference Images13AI Disclosure Rules12Automation12Cinematic AI Video12Frame Rate12Localization12Production Workflow12Prompt Adherence12Synthetic Media12Wcag12AI Music11AI Video Comparison 202611Analytics11Client Work11Eu AI Act11Explainer Video11Faceless Youtube Channel11Kling 3.011Upscaling11Vertical Video11Youtube11Batch Generation10Content Credentials10Content Operations10Developer10Multi Scene AI Video10Pricing10Pricing Guide10Product Demo Video10Sora 210Thumbnails10Tiktok10Typography10Youtube Monetization10AI Artifacts9AI Brand Film9AI Image Generator9AI Policy9Aspect Ratio9Brand Kit9C2pa9CLI9Creative Operations9Credit Budgeting9Finishing9Licensing9Local Marketing9MCP9Model Comparison9Product Photography9Short Form Strategy9Thought Leadership9Video Typography9AI Avatars8AI Regulation8AI Video Models 20268Legal8Loudness8Multi Scene Video8Open-Source AI Video8Versely API8Video Hooks8Video Localization8Watch Time8A B Testing7Agentic AI7AI B-Roll7AI Content Disclosure7AI Movie Maker7AI Poster Design7AI Product Photography7AI Video Template7API Keys7Disclosure7Export Settings7Flow Matching7Flux 37Founder Led Video7Ideogram 37Midjourney v77Multilingual Video7Multimodal AI7Pinterest7Platform Policy7Provenance7Runway Gen-47Short Form7Shot Design7Studio Operations7Synthetic Media Disclosure7Tiktok Ads7TikTok AI Video7Troubleshooting7Versely Workflows7Video Accessibility7Wan 2.77Ab Testing6AI Content Label6AI Image Models6AI Sound Effects6AI Video Artifacts6Budgeting6Commercial Rights6Continuity6Creator Monetization6Customer Story Video6Delivery6Dubbing6Event Recap Video6Lighting6Linkedin6Open Weights6Originality6Patient Education Videos6Snapchat Monetization6Suno6Suno V56Talking Head6Versely Agent6Video Editing Workflow6Video Export6Watermark6Agent5Agent Workflows5AI Content Policy5AI Copyright5AI Law5AI Music Video5AI Photo Editor5AI Slideshow Maker5AI Video Templates5Article 505Audio Description5Audio Editing5B2B Video5Caption Styles5Content Provenance5Creator Payouts5Digital Twin Video5Editing5ElevenLabs v35Elo Rating5Hiring5How To5Influencer Marketing5Leaderboards5LLM Benchmarks5Lora5Meta Ads5Multilingual Dubbing5Negative Prompts5Personal Brand Video5PixVerse v65Quoting5Recruitment Video5Reference Image5Resolution5Retainer Pricing5Risk Management5Strategy5Transcription5UGC Pricing5Veo 35Video Workflow5Youtube Analytics5Youtube Shorts Strategy5