Quality engine
Quality that scales without a management layer.
Every ActiScale hour passes two gates, an automated filter and tiered human peer review where higher-ranked reviewers audit lower-ranked ones, and each batch ships with a QC report showing acceptance rate, rejection reasons and reviewer distribution.
Every hour clears an automated gate plus a tiered human review marketplace, where higher-ranked reviewers audit lower-ranked ones. Reputation is earned against gold-standard tasks — the way large annotation operations actually hold a bar.
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QC process: key facts
- ✓Gate 1, automated: filtering, cutting, pose extraction, narration and auto-QC on every clip.
- ✓Gate 2, tiered peer review: reputation earned against gold-standard tasks and inter-reviewer agreement; errors demote, accuracy promotes.
- ✓Rejections: criteria are agreed up front and enforced per clip; rejected work isn't paid and isn't shipped.
- ✓Per-batch QC report: acceptance rate, rejection reasons by cause, reviewer distribution.
How does ActiScale check quality?
Gate 1 — Automated
Filtering, cutting, pose extraction, narration and auto-QC run on every clip. Blurred, drifting, wrong-task and duplicate footage is rejected before a human ever sees it.
Gate 2 — Tiered peer review
Higher-ranked reviewers audit lower-ranked ones. Reputation is earned against gold-standard tasks and inter-reviewer agreement — errors demote, accuracy promotes. That is how the bar holds without a management layer.
Quality engine
How does the engine hold the bar without managers?
- ✓Automated filtering, cutting, pose extraction, narration and auto-QC
- ✓Gold-task scoring and inter-reviewer agreement
- ✓Higher tiers audit lower tiers; errors demote, accuracy promotes
- ✓Rejected work isn't paid — and isn't shipped
What happens to rejected work?
Rejection criteria are agreed up front and enforced per clip against your spec. Work that fails those criteria isn't paid — and it isn't shipped. You receive only the hours that cleared the bar you set.
What QC evidence do I get with each batch?
Every batch ships with a QC report, so acceptance is auditable rather than asserted.
- ✓Acceptance rate for the batch
- ✓Rejection reasons, broken down by cause
- ✓Reviewer distribution across the batch
See how we hold the bar.
Request a sample slice with its QC report, and see acceptance rates and rejection reasons for yourself.
See a sample QC report