When AI writes JSON, one bad field can break the workflow
Valid JSON can still change the wrong record. Learn how to validate AI output, set permissions, handle retries, and prepare CRM or CMS automation for 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).
