Key facts
- Box said Box Content Retrieval will be generally available to Enterprise Advanced customers early next year.
- Box said Box Architect lets teams build automated workflows by describing a process in plain language.
- Box said the new threat protection covers bulk downloads, account takeovers and mass deletion.
- Nvidia's Kari Briski told TechCrunch she expects queries answered four times faster with 20% fewer errors.
- Box CEO Aaron Levie said the system sends back chunks of documents most relevant to an agent's query.
Content management firm Box expanded its partnership with Nvidia on November 5, 2026, unveiling a search engine that helps AI tools find more accurate answers in company files and a tool that lets teams build AI-driven workflows.
Box Content Retrieval, a new search engine built on Nvidia's Nemotron models, will be generally available to Enterprise Advanced customers early next year, the company said. Box said the engine could improve search accuracy by 20%, cut token usage by 90% and speed up question-answering fourfold.
Nvidia's vice president of generative AI software, Kari Briski, told TechCrunch she expects queries to be answered four times faster, with 20% fewer errors and 90% fewer tokens used. Box CEO Aaron Levie said the system sends back chunks from the documents most relevant to a user's query instead of having an agent read through each document.
The feature implements Nvidia's Nemotron Embed project, which offers open-weight embedding models to improve automated retrieval systems. Box said the system will be most useful with active agents, giving the example of lawyers finding relevant clauses and precedents more easily.
The company also introduced Box Architect, which lets teams build automated workflows by describing a process in plain language and is set to begin rolling out in beta to Enterprise Advanced customers in the fourth quarter. New threat protection against bulk downloads, account takeovers and mass deletion will be available to Enterprise Advanced and Shield customers early next year, Box added.