Model comparisons, per-second prices pulled from the endpoints we run in production, and the workflows that survive contact with a real Instagram Reel. No affiliate scoring, no invented benchmarks.
Seedance 2.5, MiniMax H3 Max, Gemini Omni Flash 1.1, Wan 3.0, LTX 2.5, Kling 4K, PixVerse V6, FLUX.3 keyframes and Grok Imagine 1.5 all landed in three weeks. Prices read from the live endpoints, and an honest note on which ones changed anything.
6 min readTikTok is not Instagram on this: it has a separate commercial music library, a built-in remix system with its own permissions, and explicit rules for AI-generated content. What each one means for recreating a video. General information, not legal advice.
3 min readAsking a chat assistant why a TikTok worked is a genuinely good use of it — the breakdown is the part it is best at. Rendering the video is a different machine entirely. Where the handoff happens, and what the second half actually involves.
3 min readRecreating a TikTok with yourself in it is a different machine from generating a video out of a description. What each one does with your face, why one photo is enough, and why only one of them comes back looking like the same TikTok.
3 min read
The clips where someone performs choreography they never learned are motion transfer, not face swap. The pipeline in the order it runs, what it costs per second in August 2026, and why most apps selling it are the same endpoint underneath.
3 min read
ChatGPT translates what is said in a video and will write you a timed subtitle file. It does not keep the speaker's voice, re-time the lips, or return an MP4 — those are three separate jobs, and this is what each one needs.
3 min read
Uploading a viral Reel and asking why it worked is a genuinely good workflow, and the analysis is the part a chat assistant is best at. The rebuild is a different machine — where the handoff happens and what the second half costs.
3 min read
Identity drifts between shots because each shot is generated independently — nothing carries your face from one to the next except the references you supply. The controls that hold identity across a multi-scene video, and the point where none of them do.
3 min read
Everyone optimises the baby and neglects the audio, which is what actually makes the format funny. Recorded voice vs TTS vs cloning, what lip-sync costs, and the one choice that gets you reported.
2 min read