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AI Prompt Cost Estimator

Paste your prompt, set expected output length, and instantly compare API costs across all major models. Plan your monthly budget with bulk estimates.

✓ 10 models compared ✓ Per-call + monthly bulk estimate ✓ Runs in your browser

0 tokens (0 words)

output tokens

Bulk Estimate

Model Provider Input /1M Output /1M Cost / Call Monthly Bar
GPT-4o OpenAI $5.00 $15.00 — —
GPT-4o mini OpenAI $0.150 $0.600 — —
o1 OpenAI $15.00 $60.00 — —
o1 mini OpenAI $3.00 $12.00 — —
Claude 3.5 Sonnet Anthropic $3.00 $15.00 — —
Claude 3.5 Haiku Anthropic $0.800 $4.00 — —
Claude 3 Opus Anthropic $15.00 $75.00 — —
Gemini 1.5 Pro Google $3.50 $10.50 — —
Gemini 1.5 Flash Google $0.075 $0.300 — —
Gemini 2.0 Flash Google $0.100 $0.400 — —

Prices as of Q1 2025. Verify at each provider's pricing page. Input token count uses 0.75 tokens/word approximation.

Frequently Asked Questions

How are API costs calculated?▼

LLM APIs charge separately for input tokens (your prompt + context) and output tokens (the model's response). Costs are priced per 1 million tokens. For example, GPT-4o at $5/1M input means 1,000 tokens costs $0.005. Total cost = (input_tokens / 1M × input_price) + (output_tokens / 1M × output_price).

Why is output more expensive than input?▼

Output tokens require the model to generate each token auto-regressively — a compute-intensive process. Input tokens are processed in parallel via attention mechanisms. Generating output is typically 3–5× more compute-intensive per token, which is reflected in the pricing.

How do I estimate token count?▼

A rough rule: 1 token ≈ 0.75 words in English, or about 4 characters. For exact counts, use the tokenizer tool for the specific model (e.g., OpenAI's tiktoken for GPT models). Our estimator uses the 0.75 words/token approximation for quick calculations.

What is a 'bulk estimate'?▼

The bulk section calculates monthly costs assuming a fixed number of identical API calls per day. It's useful for planning production API budgets — for example, estimating the cost of a chatbot that handles 10,000 conversations per day, each with a 500-token prompt and 300-token response.

Are these prices current?▼

Prices shown reflect Q1 2025 rates and may change. Always verify current pricing at platform.openai.com/pricing, anthropic.com/pricing, and ai.google.dev/pricing. Prices frequently drop as competition increases.

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