ConceptDiscovery layer

Revision Load Ratio

Revision Load Ratio is the count of review cycles a single post consumes before it publishes, divided by the number of posts a retainer actually ships.

By InnovaAI ResearchPublished Updated

What is Revision Load Ratio?

“Revision rounds per post → retainer margin”

Review rounds per published post against retainer hours consumed

Revision Load Ratio is the count of review cycles a single post consumes before it publishes, divided by the number of posts a retainer actually ships. It is the quiet variable that separates a social platform that improves margin from one that only looks like it does. Scheduling speed is easy to demo; what determines delivery cost is how many people touch a draft, how many approval hops it clears, and how often a client reopens something already signed off. A platform with client-facing comment threads and versioned approvals can hold a post to one or two rounds, while a shared spreadsheet plus email chain routinely burns four. Measure the ratio across a representative client set before renewal, because a 20-post monthly retainer at four rounds per post is 80 review events, and that is where account manager hours disappear.

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