WORLDTECHOpenAI's custom Jalapeno AI inference ASIC is for OpenAI’s internal use, but company leaves the door open to broader rollout
What happened
That’s not to say the accelerator doesn’t have a purpose, but rather that OpenAI didn’t clearly define what its ambitions were in the hardware space. On one hand, the company suggested it was building ASICs for its own purposes when OpenAI and Broadcom revealed their partnership last year. OpenAI is an artificial intelligence company based in San Francisco.
On the other hand, OpenAI laid out benchmarks comparing Jalapeño to Nvidia’s Blackwell accelerators and doubled down on a multi-generational roadmap at Hot Chips 2026. Jalapeño is built for OpenAI’s compute needs, Richard Ho, Head of Hardware at OpenAI, told Tom’s Hardware Premium.
You can read the full transcript of the interview here. The competitive positioning of Jalapeño mainly comes down to the benchmarks OpenAI shared during Hot Chips, run on SemiAnalysis’ InferenceX benchmark and comparing Jalapeño to Nvidia’s GB200 and GB300.
Sources & evidence
- Tom's Hardware Reporting source
OpenAI's custom Jalapeno AI inference ASIC is for OpenAI’s internal use, but company leaves the door open to broader rollout ↗
https://www.tomshardware.com/tech-industry/artificial-intelligence/openais-custom-jalapeno-ai-inference-asic-is-for-openais-internal-use-but-company-leaves-the-door-open-to-broader-rollout-firm-says-it-will-have-its-hands-full-with-jalapeno-for-a-good-long-time