🤖Toast 1: Search Agent Available Today, Up to 12x Faster and Cheaper
Search just got cheaper and faster — here's why you should care
TL;DR
Toast 1, the new search agent from AI Labs, is now available. It offers up to 12x faster performance and is 10x cheaper than competitors like Claude Opus 5 and GPT-5.6 Sol, making it a must-watch for anyone in enterprise search.
Toast 1, the new specialized search agent from AI Labs, launches today with impressive stats: up to 12× faster performance and 10× cheaper than its competitors like Claude Opus 5 and GPT-5.6 Sol. This matters because it can run as a standalone retrieval agent or integrate into existing models for enhanced efficiency. For developers, this means significant cost savings on token usage while maintaining high-quality results. In tests with OfficeQA Pro V2, Toast 1 achieved 70% answer correctness at $1.15 per task, cutting token usage by 51%. The median latency is around eight seconds, making it a game-changer for enterprise search and AI integration.
Key Points
Toast 1 matches or outperforms Claude Opus 5 and GPT-5.6 Sol in search quality, costing up to 90% less per query.
In tests with OfficeQA Pro V2, Toast 1 reaches 70% answer correctness at $1.15 per task, cutting token usage by 51%.
Toast 1's median latency is around eight seconds, making it highly efficient for real-time enterprise search tasks.
A standard run of Toast 1 costs approximately $0.016−$0.023 per query and has an eight-second median latency.
The highest-quality fusion configuration of Toast 1 costs approximately $0.05−$0.07 per query with an eleven-second median latency.
Why It Matters
If you're running complex enterprise search tasks, Toast 1 could be a game-changer. It slashes token usage by 51% while maintaining high-quality results on OfficeQA Pro V2 at $1.15 per task. This makes it ideal for teams looking to reduce costs without sacrificing performance.
Frequently Asked Questions
Why does this matter?
If you're running complex enterprise search tasks, Toast 1 could be a game-changer. It slashes token usage by 51% while maintaining high-quality results on OfficeQA Pro V2 at $1.15 per task. This makes it ideal for teams looking to reduce costs without sacrificing performance.
What happened?
Toast 1, the new search agent from AI Labs, is now available. It offers up to 12x faster performance and is 10x cheaper than competitors like Claude Opus 5 and GPT-5.6 Sol, making it a must-watch for anyone in enterprise search.
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