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.

AI saves approximately 3% of work hours, with minimal financial impact on paychecks or profit and loss statements. The technology enhances efficiency in specific tasks like writing and support, but overall productivity gains may diminish in practice.