Azure Language capability selection: key phrase vs NER vs PII vs sentiment

This sheet compares Key phrase extraction, Prebuilt NER, Custom NER, PII detection, Sentiment analysis.

CriterionKey phrase extractionPrebuilt NERCustom NERPII detectionSentiment analysis
What it returnsMain concepts as a list, no trainingPredefined entity categories, no trainingBusiness-specific categories from labelled examplesEntities tied to individuals for redactionPositive or negative tone linked to specific elements

The verdict, the full comparison, 6 rules and 2 traps are part of AI-103 access. Unlock AI-103.