Most small and mid-sized companies publish their leadership. It is on the About page, the Team page, sometimes the footer. What they rarely publish is a tidy mapping from those people to their email addresses.

The join is the hard part

You can usually find "Sarah Chen, Managing Director" and you can usually find s.chen@company.com. Connecting the two reliably is where naive tools guess and get it wrong.

Patterns that are safe to match

  • sarah.chen@ — both names present, unambiguous.
  • s.chen@ — initial plus surname.
  • schen@ or sarahchen@ — concatenated.
  • chen@ or sarah@ — only safe when exactly one person on that domain carries the name.

Patterns that are never safe

A generic mailbox must never be attributed to a person. Neither must a single-token address when two people share that name — if there are two Sarahs, sarah@ belongs to neither of them as far as your CRM should be concerned.

Getting this wrong is worse than leaving the field empty. A salesperson who opens with the wrong person's name has burned the account.