When AI writes JSON, one bad field can break the workflow
Valid JSON can still update the wrong customer. Learn how to check AI-generated data, control retries, and protect CRM, CMS, and support workflows before launch.
structured outputs
Structured Outputs Make Intake Automation a Schema Design Job
Structured Outputs reduce format failures, but reliable intake automation still depends on schema design, validation, model choice, and controlled handoffs.
Written recommendations from Trafik og Veje, Aarhus Municipality (2011) and AgroTech (2010).
