# [AINews] OpenAI reports median internal Codex output tokens grew 56x in Research, 32x in Customer Support, 27x in Engineering, and 13x in Legal since November 2025.

> **Platform:** [SPIDITS AI](https://spidits.com/) — Real-Time AI News & Market Intelligence  
> **Published:** 2026-06-21T23:00:00.000Z  
> **Category:** RESEARCH  
> **Impact Score:** 300/100  
> **Primary Source:** [OpenAI Blog](https://openai.com/index/patch-the-planet)  
> **Canonical Citation:** [https://spidits.com/timeline/ainews-openai-reports-median-internal-codex-output-tokens-grew-56x-in-research-32x-in-customer-suppo](https://spidits.com/timeline/ainews-openai-reports-median-internal-codex-output-tokens-grew-56x-in-research-32x-in-customer-suppo)

## Executive Summary
It's happening.

## Why It Matters (Strategic Analysis)
OpenAI's new Intelligence Processor, Jalapeño, demonstrates significant performance improvements with a 56x growth in median internal Codex output tokens since November 2025, showcasing the potential for accelerated AI inference. This development is expected to enhance AI capabilities across various sectors, including research, customer support, engineering, and legal. The collaboration with Broadcom highlights the strategic importance of customized hardware for AI workloads.

## Key Entities & Companies
- **OpenAI**
- **NVIDIA**

## Referenced Coverage & Sources
- **[OpenAI Blog](https://openai.com/index/openai-broadcom-jalapeno-inference-chip)**: OpenAI and Broadcom unveil LLM-optimized inference chip — _OpenAI and Broadcom introduce Jalapeño, a custom AI chip built for LLM inference to improve performance, efficiency, and scale across AI systems._
- **[OpenAI Blog](https://openai.com/index/patch-the-planet)**: Patch the Planet: a Daybreak initiative to support open source maintainers — _OpenAI introduces Patch the Planet, a Daybreak initiative helping open-source maintainers find, validate, and fix vulnerabilities with AI and expert review._
- **[OpenAI Blog](https://openai.com/index/samsung-electronics-chatgpt-codex-deployment)**: Samsung Electronics brings ChatGPT and Codex to employees — _Samsung Electronics deploys ChatGPT Enterprise and Codex to employees worldwide, marking one of OpenAI's largest enterprise AI rollouts._

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