As costly as spam is, the cost of incorrectly filtering legitimate email is much higher. Whereas some consumer anti spam solutions consider a small number of false positives to be acceptable, in the business environment achieving zero false positives is absolutely critical. To address this dilemma companies must explore anti spam solutions that learn and adapt to individual organizations.