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Video Pacing QA — Frozen Frames, Cut Rate & Dead Air

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Automated edit QA for AI-generated and batch-produced videos: frozen frames, slow pans that never cut, cuts per minute, dead air and loudness jumps, each with timestamps and a PASS/FAIL verdict.

Pricing

Pay per usage

Rating

0.0

(0)

Developer

Ricardo Faya

Actor stats

Bookmarked

Total users

Monthly active users

a day ago

Last modified

Why this exists

Written by a broadcast editor working since 1998 (two FIFA World Cups). An automated course pipeline produced 41 lessons that passed every log and were unwatchable:

3 image changes per minute — slides with narration;
a single shot held for 231 seconds;
a lesson whose last 54.6 seconds were one frozen frame, while the generator reported "209 shots, average 2.34 s".

The generator counted the shots it planned. Nothing measured what ended up in the file. This Actor measures the file.

What it checks

Check	What it catches	Default
Frozen frames	pixels that stop moving (stuck render, missing clip, black tail)	fails at 4 s
Longest shot without a visible change	slow pans/zooms over one still image — they move pixels, so freeze detection never fires	fails above 8 s
Visible changes per minute	"slideshow" pacing	fails below 12/min
Dead air	seconds with neither voice nor music (a 40 s music bed on a 18 min film)	fails above 1%
Loudness jumps	level steps between neighbouring 5 s blocks	reported, never fails

Every threshold is editable.

Output

One dataset row per video:

{
  "url": "https://example.com/lesson-02.mp4",
  "verdict": "FAIL",
  "findings": [
    "1 frozen stretch(es) of 4s or more — worst 54.6s at 07:14.6.",
    "3 shot(s) longer than 8s without a visible change — longest 54.6s at 07:14.6 (slow pans over a still image land here)."
  ],
  "durationSeconds": 489.2,
  "resolution": "1920x1080",
  "changesPerMinute": 23.5,
  "medianShotSeconds": 2.17,
  "longestShotSeconds": 54.6,
  "longestShotAt": "07:14.6",
  "staticShots": [{ "at": "07:14.6", "seconds": 54.6 }],
  "freezes": [{ "at": "07:14.6", "startSeconds": 434.6, "seconds": 54.6 }],
  "deadAirPercent": 0.2,
  "loudnessJumps": [{ "at": "03:05.0", "deltaDb": -12.4 }]
}

The key-value store OUTPUT holds the run summary (passed, failed, errors).

Input notes

Use direct file links (.mp4, .mov, .webm, .mkv) — S3, Cloudflare R2, Google Cloud Storage signed URLs and CDN links work. Web pages (YouTube watch URLs, Drive previews) do not.
A "visible change" is an ffmpeg scene score above the sensitivity (0.3). Two crops of the same image may not count — which is also what a viewer perceives.

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