OpenAI Unveils Jalapeño AI Chip: Faster and More Energy-Efficient
OpenAI has showcased the first benchmark results for its proprietary AI chip, Jalapeño. The chip delivers up to 1.9 times greater energy efficiency and 3.6 times lower latency for inference tasks.

What happened?
OpenAI has published the initial test results for its proprietary AI inference chip, Jalapeño. The chip demonstrates an increase of up to 1.9 times more work performed per watt and up to 3.6 times lower latency compared to existing hardware solutions. The company developed the chip in collaboration with Broadcom and presented the findings at the Hot Chips architecture conference.
Key facts
| Chippets namn | Jalapeño |
|---|---|
| Effektivitetsökning per watt | Upp till 1,9x |
| Latensminskning | Upp till 3,6x lägre |
| Planerad utrullning | Slutet av 2026 |
Why it matters
Inference—the phase where pre-trained AI models generate responses for users—accounts for the majority of data centre energy consumption and operational costs. By optimising its own hardware, OpenAI can significantly reduce costs while improving the performance of its large-scale AI services.
Who is affected?
The development primarily affects developers and companies utilising OpenAI’s infrastructure and APIs, as lower latency results in faster response times for AI applications. In the long term, the broader market for AI hardware and cloud services will also be affected as OpenAI reduces its reliance on external chip suppliers.
Impact on the EU
While the proprietary chip does not directly impact the availability or regulation of AI models within the EU, lower operational costs and enhanced energy efficiency may assist OpenAI in meeting EU requirements regarding sustainability and data centre energy consumption.
What else you should know
Tests have been conducted on several notable models, including GPT-OSS 120B, DeepSeek R1, and Kimi K2.5 1T. With these benchmark results, measured in part via SemiAnalysis InferenceX, OpenAI is making a direct entry into the hardware market to challenge established players.
Quick answers about this story
Vad har hänt?
När hände det?
Varför spelar det roll?
När tas Jalapeño i bruk?
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