A Spring Boot application using Kotlin can send bulk SMS messages with Twilio's Programmable SMS API by utilizing the messaging service feature, which allows for parallel sending of SMS messages to a pool of phone numbers. This approach enables faster and more efficient sending of large volumes of SMS messages while minimizing network overhead and avoiding carrier filtering issues.