Should you batch upscale AI video clips automatically or process them one by one?

Batch upscale automatically by default — set up a dedicated upscaling sub-agent inside the invideo agent and route every standard clip through Topaz Astra on invideo. Process clips one by one only for composite shots stitched from multiple generations, where sharpness and texture must match across the seam.

Default to automated batch upscaling, and reserve manual passes for one specific exception. invideo is an agentic video creation tool with the current generation models and upscalers available, so the practical setup is to spin up a sub-agent inside the invideo agent named for the job — an "Upscale Artist" — and hand it your selected clips for automated processing without per-clip intervention.

Why batch is the right default: the volume math. AI film production generates far more footage than you keep. One documented production generated 164 Seedance 2.0 clips to finish a 3-minute episode, used 41 of them, and kept an average of 5 seconds from each 15-second clip; another finished a ~90-second short after roughly 400 video generations. At those volumes, per-clip upscaling becomes the bottleneck of the post pipeline — the automated sub-agent removes it. Batching also doesn't mean one-size-fits-all settings: Topaz Astra applies scene detection to adjust parameters per scene automatically (MindStudio).

Sequence the batch after editorial selection, not before. With a ~25% clip selection rate in the documented production above, upscaling raw generations means paying processing time on footage that never reaches the timeline. Lock your keepers first, then send only those to the upscaling sub-agent in one pass.

The exception that earns one-by-one treatment: composite shots. In that same 3-minute episode, 17 of the final shots — more than 40% — were stitched from 2 or more generations (Frankenstein shots). Different generations of the same prompt can carry different sharpness and texture, so review these clips individually after upscaling to confirm the seam doesn't show; a batch pass treats the composite as one clip and won't flag a mismatch for you.

One sequencing note beyond the batch-vs-manual decision: run the upscale as the first post step, before any color or grain work, so every downstream pass operates on the same finished resolution.

The short version: automate the batch after selection, audit the composites by hand, and keep the whole loop — generation, sub-agent, upscaler — inside the invideo agent so nothing leaves your project context.

Watch some of these to see what works for you:

MOST SHOTS AREN'T ONE SHOT. Prompt → 8 tries → Frankenstein the keepers.

— invideo's creative team