Interactive Demo
LLM Capacity Simulator: TPM vs RPM
LLM Capacity Simulator: TPM vs RPM is a free, interactive learning demo from the AIP overview course on Lykke. It helps you build intuition for Model-Agnosticism, Compute-seconds, Tokens Per Minute (TPM), Requests Per Minute (RPM). Play with it directly in your browser — it features 3 sliders and 1 button. This demo lives in the “LLM Infrastructure and Capacity Management” section of the course.

How to use this demo
- Drag the “Tokens per Request: 1500”, “Auto-Fire Rate: Off” sliders to change the inputs and watch the result update live.
- Use the “Send Single Request” button to trigger actions or reset the demo.
- Experiment freely — there's nothing to break, and every change is reversible.
What you'll explore
- Model-Agnosticism
- Compute-seconds
- Tokens Per Minute (TPM)
- Requests Per Minute (RPM)
- Proxy Endpoints
Frequently asked questions
What does the LLM Capacity Simulator: TPM vs RPM demo do?
LLM Capacity Simulator: TPM vs RPM Capacity Manager Simulate requests to see how TPM and RPM limits act as a dual-throttle. LLM Capacity Simulator: TPM vs RPM lets you explore this hands-on instead of only reading about it.
What AIP overview concept does LLM Capacity Simulator: TPM vs RPM teach?
Technical details on how AIP manages various LLM providers, compute costs, and rate limits. It focuses on Model-Agnosticism, Compute-seconds, Tokens Per Minute (TPM), Requests Per Minute (RPM), Proxy Endpoints from the “LLM Infrastructure and Capacity Management” section.
What can I control in LLM Capacity Simulator: TPM vs RPM?
The “Tokens per Request: 1500”, “Auto-Fire Rate: Off” sliders change the key inputs; the “Send Single Request” button run actions or reset the demo. Every change updates the visualization in real time, so you can see exactly how each variable affects the outcome.
How does LLM Capacity Simulator: TPM vs RPM fit into the AIP overview course?
Palantir's Artificial Intelligence Platform (AIP) provides a secure and scalable framework for integrating Large Language Models (LLMs) with organizational data and operations. This course explores the core components o… This demo is the interactive piece for the “LLM Infrastructure and Capacity Management” section. Open the full AIP overview course wiki at https://www.getlykke.com/explore/public/aip-overview-00e99a23-f139-44ca-9f2b-a070b37d2252 for notes, flashcards, quizzes and the other demos.
What will I understand better after using LLM Capacity Simulator: TPM vs RPM?
You'll build intuition for Model-Agnosticism, Compute-seconds, Tokens Per Minute (TPM), Requests Per Minute (RPM), Proxy Endpoints — and, crucially, see how they behave when you change the inputs, which is hard to get from a textbook or lecture on AIP overview alone.
From the AIP overview course
This interactive demo is part of the LLM Infrastructure and Capacity Management section. Explore the full AIP overview course wiki on Lykke — with notes, flashcards, quizzes and more interactive demos.
Open the AIP overview course →