If your enrichment system overwrites data, it is already broken.
This article shows how to design an evidence-first /enrich response that stores proof per field and handles conflicts safely.
If you call many APIs but still make manual decisions, you do not have an enrichment system.
This article shows how to build an “Enrichment Brain” that turns many signals into one clear decision.
