Compare LLM providers. Size GPUs for self-hosting.
Understand the economics behind every token.
Pick your use case — customer support, RAG, code gen — and compare per-call and monthly costs across all providers.
System prompt + user context split · prompt caching estimates
Estimate VRAM for any model — weights, KV-cache, precision, safety margins. Find the right accelerator.
A100, H100, L40S, 4090 · side-by-side comparison
How caching, batching, quantization, and routing affect your real spend. Data center trends and supply analytics.
Cost optimization · industry benchmarks · hardware supply
A technical planning tool for people who design, deploy, and scale LLM systems. Focused on how models actually consume memory and bandwidth.
No benchmarks for marketing. No abstract performance scores.
All assumptions are explicit and inspectable.