B2B UGC is a peer, not a mascot
B2B UGC is a practitioner talking about a workflow, not a photoreal CEO you invented. LinkedIn wants a peer; TikTok wants a demo.
B2B UGC is a practitioner talking about a workflow, not a photoreal CEO you invented. LinkedIn wants a peer; TikTok wants a demo.
21 basic looks bill 1×. Nine dynamic looks bill 2×. Pick the tier before you caption a month of clips.
Approve the still first. Motion control copies a driving clip onto that still; a paragraph cannot replace either file.
Plan the week in catalog credits on named rows. Do not convert a host’s USD-per-second into your invoice.
Extend only if the last frame is already the keeper. A new idea is a new generate, not more seconds of a miss.
Gemini Omni Flash Edit revises a plate you already have. A new shot is Omni Video or another T2V row.
Failover is for drafts. The hero take ships on one model so identity does not drift across a Sora-shaped lesson.
If nobody said the line, it is overlay. Auto-captions transcribe speech. Do not send a mute plate to captions.
Choose image-to-video if a still already owns identity. Choose text-to-video only when the shot does not exist yet.
The AI caption generator does speech-to-burn. /caption-styles is the shelf. Use both in that order for mute-ready shorts.
Versely shows the charge before you confirm. If you did not read it, the surprise is on you.
Scenes as columns of nodes are a plan graph. An NLE timeline is where frames meet.
Check or resume a stuck workflow run is one agent job. get_workflow_run_scenes diagnoses a scene. Cancelling a healthy run to start over wastes completed-scene credits.
Save and reuse a video workflow is one agent job. save_workflow keeps scenes and assets. Running a one-off clip is a different job.
Turn a script into a finished video is one agent job. create_from_script plans scenes and starts a render. A one-clip generate or a co-authored movie is a different job.
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.
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.
One catalog, three ways in. Compared on iteration speed, batch scale, review flow and who can operate each, with a recommendation per role.
Chained cut, attach, and caption calls multiply round trips and intermediate files. Use one timeline render when the output is a single finished video.
Mixed lighting, crops and resolutions make a model average two looks into a third person. The hard spec for a reference set that holds one identity.
Multi-language dubbing is an ops job. Build a manifest, name every submission, poll each project, and reconcile before anything publishes.
Knowing one model deeply beats a marginally better one you cannot steer. Two thresholds, job variety and output volume, for when that stops being true.
A C2PA manifest is a hash over exact bytes, so re-encodes and screenshots kill it by design. How to find the hop in your pipeline where provenance is lost.
Some pipelines hard-crop uploaded references to the target ratio without warning. Pre-pad to that ratio yourself so the crop has nothing to take.