TOOLS

Calculate, compare, plan.

Practical tools that answer the real questions you face when shipping AI products — built on real model data.

Tokens & Cost

See the real token count of your text (with tiktoken).

Estimate the monthly cost of your usage by model and token flow.

Paste your text → see which models' windows it fits, which overflow.

Context, pricing, modalities, provider — all 20+ models in one table.

Pick a use case + priority → ranked top 5 model suggestions.

Embedding models — dimensions, price, language support, storage cost.

Model size + quant → how much VRAM you need, which GPUs fit.

Concurrent users + model → estimated TPS and number of GPUs.

Dataset size × epochs × model price → total fine-tune cost.

Model data current as of Feb 2026 — prices in USD / 1M tokens.