Summer Intern - AI Tokenomics

Posted Yesterday
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San Francisco, CA, USA
In-Office
Internship
Artificial Intelligence • Analytics • Consulting • Semiconductor
The Role
Support development of an AI Tokenomics forecasting model: evaluate model architecture trends, simulate training and inference efficiency across architectures, hardware, KPIs and workloads, diligence companies using model tokens, and forecast economic impacts for investors, corporates, and policymakers.
Summary Generated by Built In
About SemiAnalysis

SemiAnalysis is an independent research and analysis firm specializing in the Semiconductor and AI industries. Our in-depth coverage spans the entire supply chain, from semiconductor fabrication processes to cutting-edge AI Models, software, and infrastructure. We are recognized as the leading authority on the semiconductor supply chain, with the highest concentration of industry experts within one team, and a deep-rooted passion for delving into the intricacies.

We are expanding our team to deepen our coverage of the broader AI ecosystem and its impact on real-world industries. This is an opportunity to join a fast-growing, intellectually rigorous, and globally recognized team that influences strategic decisions at the highest levels. At SemiAnalysis, you’ll work directly with senior analysts and decision-makers across financial markets, hyperscalers, energy companies, and governments. Our culture is collaborative, flat, and fast-paced—offering the chance to shape high-impact research in a space undergoing unprecedented technological disruption.

Learn more: https://semianalysis.com

Position Overview

We’re hiring a AI Tokenomics Summer Intern to deepen our research into the economics of AI. We’re looking for someone with a passion for understanding the cutting edge of model architecture developing combined with the most advanced hardware systems used to serve those models. Our goal is to provide the economic and investment framework for investors, corporate capital allocators, and policymakers in understanding the economic value of AI and the actual cost curve of AI tokens and software forecast into the future.

You will directly contribute to the development of our Tokenomics model, which is a holistic AI demand forecasting model that will be used by corporates, sovereigns, and investors across all industries and countries looking to capitalize on the economic value of deploying AI systems to produce new products and automate large swathes of the global intelligence economy. This is a full time role located in the United States.

What You'll Do

  • Evaluate model architecture trends and innovations from the major AI research labs and the academic community that will have meaningful economic impact on the deployment of AI systems used in training and inferencing models.

  • Develop a comprehensive internal model for simulating training and inference efficiency across different combinations of model architecture, hardware systems, inference KPIs (ie SLA/SLOs on throughput, time-to-first-token, context window, etc.), and simulated workloads (coding, chat, document, image, etc.)

  • Diligence existing and up-and-coming companies incorporating model tokens into their products, from startups to hyperscalers, across all industries and types of workloads.

  • Combine the multidisciplinary approach of SemiAnalysis to forecast the impact of changes in model architecture and hardware on the future of AI economics

What We're Looking For

  • Undergrad or Grad Student with a demonstrated interest in understanding ML/systems engineering/AI hardware

  • Self-taught, motivated analysts with strong technical background in inference economics

  • Deeply analytical economic researchers with a strong desire to pioneer the study of a brand new industry
    Full-time role based in United States

Why SemiAnalysis?

Join the fastest moving research thought leader in AI and semiconductors. We shape the views of top-tier investors and our analysis actively helps and inform the broader industry up and down the semiconductor and AI value chain. We offer competitive compensation and a culture that prizes intellectual honesty over hierarchy.

Skills Required

  • Undergraduate or graduate student with interest in machine learning, systems engineering, or AI hardware.
  • Strong technical background in inference economics and model/hardware performance analysis.
  • Self-motivated, analytical researcher capable of independent and collaborative work.
  • Ability to work full-time in the United States.
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The Company
78 Employees
Year Founded: 2020

What We Do

SemiAnalysis is an independent research and analysis firm specializing in the semiconductor and artificial intelligence industries. The company provides deep technical and financial insights into the semiconductor supply chain, bridging the gap between business and technology. They offer specialized institutional products, including research models and consulting services, to help industry stakeholders make informed strategic decisions regarding AI infrastructure and semiconductor advancements.

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