ConceptDiscovery layer

Correction Loop Ratio

Correction Loop Ratio measures the share of total editor hours spent fixing AI-assisted output versus producing it. In video editing, agencies often adopt AI tools like Descript for text-based cutting or Submagic for auto-captions, expecting labor savings. But the real productivity metric is the time spent correcting transcripts, captions, or clip selections before a deliverable is accepted. A low ratio means the tool's output aligns with client expectations; a high ratio signals hidden costs that erode retainer margins. For example, an agency repurposing a 60-minute podcast into 10 shorts might spend 2 hours generating clips but 6 hours fixing cuts and captions, yielding a ratio of 0.75. Tracking this ratio per tool and per client brief reveals which workflows truly reduce editor hours. Agencies should benchmark correction time on a representative brief before committing to a tool, as the category description warns against assuming a universal multiplier.

By InnovaAI ResearchPublished Updated

Correction time / total editor hours → margin

Low ratio (efficient) to high ratio (inefficient) on a scale

Correction Loop Ratio measures the share of total editor hours spent fixing AI-assisted output versus producing it. In video editing, agencies often adopt AI tools like Descript for text-based cutting or Submagic for auto-captions, expecting labor savings. But the real productivity metric is the time spent correcting transcripts, captions, or clip selections before a deliverable is accepted. A low ratio means the tool's output aligns with client expectations; a high ratio signals hidden costs that erode retainer margins. For example, an agency repurposing a 60-minute podcast into 10 shorts might spend 2 hours generating clips but 6 hours fixing cuts and captions, yielding a ratio of 0.75. Tracking this ratio per tool and per client brief reveals which workflows truly reduce editor hours. Agencies should benchmark correction time on a representative brief before committing to a tool, as the category description warns against assuming a universal multiplier.

video-editing