⚡ AI Batch Processing Calculator
Optimize bulk API calls • cost • time • batch size
📦 Total items to process
🔤 Tokens per item (input + output)
🤖 API provider & model
OpenAI GPT-4 (30¢/1K tokens)
OpenAI GPT-3.5 (0.2¢/1K tokens)
Anthropic Claude 3 (1.5¢/1K tokens)
Google Gemini (0.125¢/1K tokens)
Meta Llama 3 (0.08¢/1K tokens)
⏱️ Rate limit (requests/min)
⚙️ Concurrent connections (1–100)
10
↺ Reset to defaults
Total tokens
6,000,000
Total cost (USD)
12.00
Est. time (min)
8.33
Optimal batch
600
Requests
9
⏳ Batch progress
0%
start
0 / 0
end
🧠 Strategies & optimization
Chunking:
Split large jobs into batches of
600
items.
Retry logic:
Exponential backoff
wait = 1s × 2^(attempt) + random(0,1s)
up to 60s.
Batch discounts:
Some APIs offer 50% off for async batch mode.
Caching:
Cache identical prompts to reduce token usage by up to 40%.