Designing a paid trial task for AI creatives
A portfolio proves little when one striking frame is an afternoon's work. A trial task testing selection, iteration discipline and brand adherence under a cap.
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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.
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Dialogue coverage: two-shots and reverse angles
Two people talking needs four shots, not one. The coverage set, the eyeline rule that makes reverses cut together, and the reference discipline behind both.
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Directing gaze and micro-expression on a face
Emotion words return a stereotype. Eyeline, blink timing and independent brow movement are directable as physical actions — and here is where prompting stops.
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Dolly in or zoom in? Name the mechanism
A dolly and a zoom both read as getting closer, so models pick at random. How to name the physical mechanism and read the background to check what you got.
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Two heads: generating past native resolution
A canvas far above native size duplicates subjects and limbs. Generate at the model's real ceiling, then upscale, and the test that finds that ceiling.
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Durable Content Credentials: three layers
Manifest, invisible watermark and perceptual fingerprint survive different attacks and each fails somewhere. What your provenance claim actually proves.
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Edit a previous generation instead of restarting
A mostly-good result doesn't need a rewritten prompt. How to tell an edit from a remake from a genuine restart, and what each one actually costs you.
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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.
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Estimating turnaround when generation is instant
Render time is the smallest number on your schedule. Build the estimate from attempt count, approval latency, rights checks and export instead.
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Extra arms and duplicated limbs in wide shots
Duplicated limbs cluster where each body occupies few pixels. A masked inpaint plus pose-conditioning that repairs the body without re-rolling the frame.
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Feasibility questions to ask before you quote
Unprofitable jobs are visible on the discovery call. Fourteen questions that surface specific action, exact geometry and likeness risk before you price.
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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.
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The offer ladder that lands a first paid UGC client
Three paid rungs replace the free sample: a test batch, a scoped five-video pack, and a variant retainer, plus the message that moves a brand up one.
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Fixing a bad hand in video, not a still
A still-image inpaint does not fix a moving hand. Three video options: masked inpaint, a short segment retake, or reframing the hand out of shot.
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Fixing hands without regenerating the image
Fused fingers are a small-region problem, not a whole-image one. A masked inpaint loop that lands in two or three tries, plus the depth-guided fallback.
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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.
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Focal length words that actually change the frame
24mm, 85mm, macro and anamorphic shift field of view and depth of field, not just mood. Which lens words are load-bearing and which are decoration.
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Foot sliding and walk cycles in AI video
Feet skate because ground contact is never specified. Prompt phrasing for footfall, weight and surface, plus the shot sizes where walking actually holds up.
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Four shots that make a scene read as a scene
Establishing, medium, insert and reverse turn a pile of clips into a place. The coverage set, and how to write four prompts that agree with each other.
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Product-visualizer video for door and window installers
Swap a new door or window onto the customer's own house photo, animate it, and label the render — plus the rating basis an efficiency claim actually needs.
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Clothing prints that morph halfway through a clip
Printed graphics, stripes and logos are the first thing a video model reinvents frame to frame. Mask that region and inpaint it instead of rerolling the shot.
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Getting clicks off LinkedIn without a link in post
External links in the post body get suppressed. Four routing patterns that keep the post clean, and a two-week test that shows which one moves traffic.
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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.
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