Four core automation patterns for this operating system. Each flow shows where AI acts, where business rules apply and where human approval remains mandatory.
These are implementation patterns, not claims that a specific company already uses the system. They must be adapted to the actual software stack, permissions, data and policies before launch.
Approved topic or campaign brief enters queue
→Research and content agents prepare draft
→Brand/fact review is completed
→Approved asset is scheduled by channel
Offer, audience and budget are approved
→Campaign agent prepares structure and creatives
→Human approves spend-sensitive settings
→Performance signals enter dashboard
Search and site data are collected
→SEO agent identifies content/technical opportunities
→Owner prioritizes changes
→Ranking and traffic impact is monitored
Traffic, CRM and revenue signals are joined
→Attribution agent maps known touchpoints
→Uncertain attribution is labeled
→Budget discussion uses source-aware report