@omarsar0: Octen's web search latency is pretty insane. Deep research tools like OpenAI, Gemini, Grok, and Perplexity can take up …

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Summary

Octen is a web search tool that delivers full source-backed reports in under 3 minutes, outperforming OpenAI, Gemini, Grok, and Perplexity by 10-17 points on the DeepResearch Bench, combining speed and accuracy.

Octen's web search latency is pretty insane. Deep research tools like OpenAI, Gemini, Grok, and Perplexity can take up to an hour to finish tasks. Octen can return a full source-backed report in under 3 minutes, and scores 10 to 17 points higher than all four on DeepResearch Bench. Landing both speed and accuracy is rare in web search. Highly recommend AI devs check it out if building with web search.
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Cached at: 07/22/26, 10:21 AM

Octen’s web search latency is pretty insane.

Deep research tools like OpenAI, Gemini, Grok, and Perplexity can take up to an hour to finish tasks.

Octen can return a full source-backed report in under 3 minutes, and scores 10 to 17 points higher than all four on DeepResearch Bench.

Landing both speed and accuracy is rare in web search. Highly recommend AI devs check it out if building with web search.

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The Onyx open-source deep research system achieves top ranking by stripping search access from its orchestrator agent, forcing it to decompose queries into focused research threads. Its three-phase pipeline and two-level architecture prevent information distortion and premature answering, outperforming proprietary solutions from OpenAI, Anthropic, and Google.