OpenAI and Broadcom unveil LLM-optimized inference chip
OpenAI just built its own inference chip. Here's why every AI company is about to do the same.

Why it matters
Custom silicon for inference is becoming the competitive moat. OpenAI's Jalapeño signals that foundation model companies are moving upstream into hardware to control costs, latency, and supply chain risk—a shift that reshapes the chip market and threatens NVIDIA's inference dominance.
The key facts
5 to knowOpenAI + Broadcom co-developed Jalapeño inference chip
Chip optimized specifically for LLM inference workloads
Focus on performance, efficiency, and scale
Announced June 24, 2026
Represents vertical integration into hardware by major AI labs
Go to the source
OpenAI Blogopenai.com
Publisher excerpt: OpenAI and Broadcom introduce Jalapeño, a custom AI chip built for LLM inference to improve performance, efficiency, and scale across AI systems.