qualification, and back-office processes while maintaining continuous context across channels. Its voice agents handle natural language conversations, while chat agents manage dynamic, memory-aware interactions. Email and SMS agents draft and send written communications, and task agents update systems such as CRM tools. Data science agents analyze datasets to surface patterns and insights that inform decisions. Karmaflow focuses on delivering human-like interactions through configurable, no-code agent design and orchestration capabilities.