Processing or generating 2,500 words (approximately 3,300 tokens) with Claude 3.5 Haiku ranges from $0.000264 (cached input) to $0.0132 (full generation).
Quick answer
For 2,500 words, Claude 3.5 Haiku processes approximately 3,300 tokens. That costs $0.00264 as uncached input, $0.000264 with the modeled cache discount, or $0.0132 when generated as output.
Method & trust
The estimate converts the selected English word count with the model tokenizer family, then applies the published input/output price per million tokens. Real prompts vary with code, formatting, language, and system instructions.
You send 2,500 words as prompt context, documentation, or background knowledge.
Claude 3.5 Haiku drafts a complete 2,500 words article, chapter, or code module.
2,000 words input prompt + 500 words output reply.
| Model | Provider | Input Cost (2,500 words) | Cached Input Cost | Output Cost (2,500 words) | Context Limit |
|---|---|---|---|---|---|
| Claude 3.5 Haiku (Current) | anthropic | $0.00264 | $0.000264 | $0.0132 | 200,000 |
| GPT-5.6 Luna | openai | $0.00064 | $0.000064 | $0.00384 | 1,050,000 |
| GPT-5.4 mini | openai | $0.0024 | $0.00024 | $0.0144 | 256,000 |
| GPT-5.4 nano | openai | $0.00064 | $0.000064 | $0.004 | 128,000 |
| GPT-4o mini | openai | $0.00048 | $0.00024 | $0.00192 | 128,000 |
| Claude Haiku 4.5 | anthropic | $0.0033 | $0.00033 | $0.0165 | 1,000,000 |
For Claude 3.5 Haiku (claude_bpe tokenizer), 2,500 words is approximately 3,300 tokens (an average ratio of 1.32 tokens per word in English). Code, technical vocabulary, and non-English scripts will have higher token densities.
Sending 2,500 words as input costs $0.00264 (or $0.000264 with prompt caching). Generating 2,500 words as output costs $0.0132. Output tokens are more expensive because autoregressive token generation requires significantly more computation per token.
Yes! If your input text is part of a repeated context, prompt caching saves 50% to 90% (costing $0.000264). For non-urgent asynchronous batch processing, 24-hour batch queues provide a flat 50% discount across all tokens (costing $0.00132 for input, $0.0066 for output).
At an average human reading speed of 250 words per minute, 2,500 words takes approximately 10 minutes to read. In contrast, Claude 3.5 Haiku can process or generate this text in seconds.