Batch API Savings Calculator

Most LLM providers offer roughly 50% off when you submit work through their batch API instead of realtime endpoints. Enter your monthly token volume to see exactly what moving suitable workloads to batch would save.

% (50% is the industry-standard batch discount - check your provider)

Realtime vs batch, per month

ModelIn / Out per 1MRealtime costBatch costYou save
Which workloads suit batch? Batch APIs trade latency for price: jobs are queued and typically complete within minutes to 24 hours. Great fits:
  • Bulk classification, tagging, moderation, and data extraction pipelines
  • Embedding or summarizing large document backlogs
  • Nightly report generation, evals, and synthetic data creation
  • Re-processing historical data after a prompt change
Keep realtime for anything a user is waiting on: chat, autocomplete, agents in the loop. Claude prices shown are published Anthropic API rates and the custom row is yours to edit; all figures are approximate, as of July 2026 - check provider pricing pages, and note batch discounts usually do not stack with every other discount.