You are working with marketing text from campaign briefs, portfolio announcements, social posts, podcast transcripts, and CRM notes. The goal is to pull out structured entities such as company names, people, products, channels, campaigns, and investor or portfolio references so analysts can track themes and attribution across content.
How would you identify named entities in marketing-related text data?