Free AI infrastructure tools
Size inference memory, estimate facility power, and plan dataset movement with formulas you can inspect. All three calculators are free to use, run in the browser, and accept your own assumptions.
Calculator directory
Use them during model evaluation, capacity reviews, procurement conversations, and data moves. Inputs stay in the current browser tab.
Estimate model weights, KV cache, runtime overhead, and GPU count for inference.
Turn a GPU count into IT load, facility load, cooling, energy, and electricity cost.
Estimate transfer time, effective throughput, replicas, egress, storage, and growth.
A practical review loop
These tools are most valuable as a small recurring habit, not a one-time verdict.
Recheck weights, context, concurrency, and the memory class you need.
Recheck average load, PUE, rack density, energy, and cooling.
Recheck transfer windows, destination copies, growth, and user-supplied prices.
What these tools are
Run Any AI shows the assumptions and arithmetic. It does not invent live capacity, pricing, or a provider integration.
No hidden provider catalog or stale price table. Enter the numbers relevant to your environment.
Each result includes its formula and the exclusions that can move a real deployment.
Calculations happen in the tab. No login, API key, or infrastructure credential is requested.