Comprehensive and Detailed Explanation From Exact Extract:
When preventing the creation of records using business logic in an Apex trigger, it's crucial to do it in a before insert trigger context so the records are not committed to the database. The method should be called using trigger.new (case-sensitive) which references the list of new records being inserted.
Reference:
Triggers and Order of Execution
Apex Trigger Context Variables