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Free tools

Calculators and checkers, on live data

10 free tools built on the same data planes the product runs on: live model prices, real tokenizers, published hardware requirements, measured telemetry. No signup needed.

What will your workload cost?

Tokens in, tokens out, calls per month. Live list prices for 200+ models, up to four side by side.

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How many tokens is that?

Paste text, pick a model, get the count. Exact OpenAI-family tokenizers in the browser, calibrated estimates for the rest.

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Will it fit the context window?

Paste text or enter a token count and see which models hold it, with room left for the reply.

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Can your machine run it?

Enter RAM and GPU, get a verdict for every self-hostable model and build: fits with GPU, fits on CPU, or too big.

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Which model fits your work?

Five questions, three recommendations from live catalog data, each showing the exact number that ranked it.

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Same capability tier, lower price

Pick your current model and a capability tolerance. See models within range that list cheaper, both numbers always visible.

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What does a generated video cost?

Model, duration, resolution, audio. Per-second rate tables for every video model in the catalog.

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What does speech cost?

Paste text, see the character count and the price per model, from short clips to audiobook scale.

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What does transcription cost?

Minutes of audio in, price out. Per-minute rates for the transcription models in the catalog.

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Does your endpoint speak OpenAI?

Point the tester at any OpenAI-compatible base URL and send one chat completion, entirely from your browser.

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More free resources

Prompt libraryCopy-ready prompts with a one-click runTemplatesAgent, automation, board, and skill setupsLearnPlain-language definitions and benchmark explainers

Ready to get to work?

Free to start. No credit card. Never trained on your data.

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