Toast 1 is a specialized search agent that matches or outperforms Claude Opus 5 and GPT-5.6 Sol while being up to 10× cheaper and 12× faster. It excels with Mixedbread Search but is compatible with any search backend and is capable of performing real knowledge work, including reasoning and analyzing complex document collections.