Nace AI has released Drex for Search, a retrieval layer that applies its Drex decision models to document search for AI agents. The system is designed to help both humans and agents find evidence more effectively.
Key points
- Nace AI released Drex for Search for AI agents.
- It scored 92.05% on BrowseComp-Plus with GPT-5.
- The system uses 12.6 search calls per question on average.
- Drex for Search ranked #1 or #2 on 3 of 4 leaderboards.
In Nace AI's evaluations, Drex for Search achieved a score of 92.05% on the BrowseComp-Plus benchmark when paired with GPT-5, utilizing an average of 12.6 search calls per question. This hosted search system can manage over 1 million files and is compatible with answering models like GPT-5, Gemini 3.5 Flash, or Qwen 27B.
Drex for Search operates by framing search as a series of decisions. Before a search begins, Drex classifies whether a question requires a quick lookup or a more complex agent-based approach involving document reading and table querying. The system then "squeezes" the workspace, narrowing down relevant information level by level, from folders to specific columns within tables.
By the numbers
- BrowseComp-Plus score with GPT-5
- 92.05%
- Average search calls per question
- 12.6
- R@1 on VisDocAgentBench
- 77.5%
Only the most relevant pages and tables are then passed to the LLM for answering, with citations to the file and page number. Nace AI states that the depth of search is fixed, meaning a million files take the same number of steps as a thousand. The system can be deployed on Nace's managed cloud, dedicated clouds, AWS, Azure, or on-premise and air-gapped environments.
Nace AI reports that Drex for Search ranked first or second on three out of four public leaderboards. Specifically, it achieved 77.5% R@1 on VisDocAgentBench, outperforming Claude Opus 5 by 10 points. The company tested nine agent and model pairs on the OfficeQA Pro benchmark, which consists of 133 questions based on U.S. Treasury Bulletins.
Sources and references
Original report
Nace AI Releases Drex for Search for AI Agents: 92.05% on BrowseComp-Plus With 12.6 Search Calls
MarkTechPost
Read on MarkTechPost (opens in a new tab)Linked in the original report
- Linkaicampaign.live/NC-A1-1 (opens in a new tab)
- Paperarxiv.org/abs/2603.08655 (opens in a new tab)
- Paperarxiv.org/abs/2508.06600 (opens in a new tab)
- Demohuggingface.co/spaces/Tevatron/BrowseComp-Plus (opens in a new tab)
- Linkhulx2002.github.io/VisDocAgentBench (opens in a new tab)
- Demohuggingface.co/spaces/Snowflake/MADQA-Leaderboard (opens in a new tab)
Ref 00E81GPG
Cite this
APA
Interestana AI Editorial. (2026, October 26). Nace AI Releases Drex for Search to Aid AI Agents. Interestana. https://interestana.com/articles/nace-ai-releases-drex-for-search-for-ai-agents-9205-on-browsecomp-plus-with-126-search-calls-00e81gpg
MLA
“Nace AI Releases Drex for Search to Aid AI Agents.” Interestana, 26 Oct. 2026, interestana.com/articles/nace-ai-releases-drex-for-search-for-ai-agents-9205-on-browsecomp-plus-with-126-search-calls-00e81gpg.
Chicago
Interestana AI Editorial. “Nace AI Releases Drex for Search to Aid AI Agents.” Interestana, October 26, 2026. https://interestana.com/articles/nace-ai-releases-drex-for-search-for-ai-agents-9205-on-browsecomp-plus-with-126-search-calls-00e81gpg.
BibTeX
@misc{interestana_00e81gpg,
author = {{Interestana AI Editorial}},
title = {{Nace AI Releases Drex for Search to Aid AI Agents}},
howpublished = {Interestana},
year = {2026},
month = oct,
url = {https://interestana.com/articles/nace-ai-releases-drex-for-search-for-ai-agents-9205-on-browsecomp-plus-with-126-search-calls-00e81gpg},
note = {Summary of reporting by MarkTechPost, https://www.marktechpost.com/2026/10/26/nace-ai-releases-drex-for-search-for-ai-agents/}
}Credit the source
Original reporting: MarkTechPost, “Nace AI Releases Drex for Search for AI Agents: 92.05% on BrowseComp-Plus With 12.6 Search Calls”, https://www.marktechpost.com/2026/10/26/nace-ai-releases-drex-for-search-for-ai-agents/(opens in a new tab)
Follow this story
Get Artificial Intelligence in your inbox — new stories in 40 words or fewer, once a week.
Subscribe