Can this match a human editor?

For 80% of cuts (talking head, listicle, explainer) — yes, and faster. For award-circuit cinematic work — no, and shouldn't try. Match the tool to the audience.

What does daily render volume look like?

On a tuned pipeline: 5–10 finished shorts per day across YT Shorts, TikTok, IG Reels — one operator approving. The bottleneck is approval, not render.

Which providers do you route between?

Veo for quality, Sora for cinematic, Runway for effects, CapCut for speed. Router picks by shot characteristics; same script can hit different providers per beat.

Industries

Videos

Daily video at scale, without an editor on payroll.

Pipelines that turn a topic into a finished short — research → script → voiceover → cuts → render — every day, on a schedule. Used internally for VAD and CapCut renamer flows.

NotebookLM research → script → voiceover, all automated
Auto-cut + auto-thumbnail from script metadata
Daily publish to YouTube Shorts, TikTok, and Instagram on autopilot
CapCut renamer + batch export for high-volume archives

Why

Producing one polished short costs 3–4 hours of human editing per minute of finished video. A pipeline collapses that to a single review step — topic goes in, finished multi-channel video comes out, same day.

How

Topic pipeline sourced from PAD / LAD outputs or trending feeds
Script → voiceover via ElevenLabs; cuts via CapCut / Veo / Sora / Runway
Auto thumbnail + title + description pushed to all channels via API

Proof

Videos shipped: 1,000+
Channels: YT · TikTok · IG
Human touch per video: 1 approval step

Videos — at-scale production for creators

Brief · Script · Render · Publish

Hover or tap a node to see details.

FAQ

Can this match a human editor?: For 80% of cuts (talking head, listicle, explainer) — yes, and faster. For award-circuit cinematic work — no, and shouldn't try. Match the tool to the audience.
What does daily render volume look like?: On a tuned pipeline: 5–10 finished shorts per day across YT Shorts, TikTok, IG Reels — one operator approving. The bottleneck is approval, not render.
Which providers do you route between?: Veo for quality, Sora for cinematic, Runway for effects, CapCut for speed. Router picks by shot characteristics; same script can hit different providers per beat.

In production

Fleet video output
1,000+ short-form videos shipped on the VAD daily pipeline across YT Shorts, TikTok, IG Reels.
See it
Multi-provider routing
Veo for quality, Sora for cinematic, Runway for effects, CapCut for speed — picked per shot.
Render-to-publish same day
Topic in at 09:00, finished cross-channel cuts live by 17:00. Auto-thumbnails, auto-titles.

Talk to Mat See pricing

Workflows

VAD — Video A Day

Daily short-form video, on autopilot.

Platforms

VIDAI

Video generation + editing.

Back to Industries