Explore and decide

Sites

Focused, source-backed tools for decisions that deserve more than a spreadsheet guess.

For Teams comparing managed APIs with controlled model serving

LLM self-hosting on GKE

Compare open-weight LLM infrastructure budgets on GKE with managed APIs, using typical workloads, adjustable volume, and transparent assumptions.

For Teams budgeting tool context in AI agents

See how many tokens real MCP servers add to every model request, their context-window share, and their input cost per month across managed APIs.