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AI Subscription vs API

Is ChatGPT Plus or Claude Pro worth it vs paying per token? Find your break-even point.

ELI5

It compares a flat monthly AI plan with paying for each API request.

A little more detail

What this tool does

Chat subscriptions charge a fixed monthly fee. APIs charge for the tokens you use. This tool estimates where one option becomes cheaper than the other based on your usage.

Use it to
  • Decide whether a personal subscription is worth its monthly price
  • Estimate the API usage that matches a subscription fee
  • Compare light, regular, and heavy usage patterns
Interactive workspace Results update as you type
Your subscription

Your usage

(all editable)

Each user + assistant turn counts as one message.

System prompt + history + context. ~4 chars ≈ 1 token.

messages/day · messages/mo · input tokens · output tokens

vs equivalent API

API equivalent

/mo

Subscription

/mo

Break-even: — messages/day where API cost equals the subscription price (holding token sizes and active days fixed).

Every subscription at your usage

API-equivalent monthly cost using each plan's mapped model. Click a row to select it. Prices verified ; API rates .

Plan API model Sub $/mo API $/mo Verdict
Caveats
  • Subscriptions bundle chat UI, file uploads, image generation, voice, and rate limits — not just raw tokens. This tool compares token-equivalent API spend only.
  • API prices are standard (non-batch) tier. Batch, cached-input, and enterprise discounts are not modeled.
  • Subscription usage caps and model routing (e.g. which model answers in the app) differ from a direct API call. Mapped models are rough equivalents, not exact matches.
  • All figures are estimates for planning — not billing quotes.

Everything runs in your browser. No usage data is sent to a server. Shareable URLs encode your inputs in the query string only.

Pick a consumer AI subscription and describe how you use it: conversations per day, messages per thread, average token sizes, and how many days per month you actually chat. The calculator multiplies that into monthly message and token counts, then prices those tokens at the mapped API model's published per-million rates ().

The break-even line shows how many messages per day would make API spend equal the flat subscription — useful if you're deciding whether to stay on Plus/Pro or wire up your own API key. Building a product with thousands of users? Use the inference cost calculator instead.