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LLM Cost Calculator & Optimization Guide (2026)

Compare API pricing across OpenAI, Anthropic, Google, and DeepSeek. Calculate your monthly costs and learn techniques to reduce AI spending by 40-80%.

By Alyshia Ledlie 5 min read

LLM Pricing Comparison (January 2026)

Prices change frequently. Here's the current pricing from official API documentation, sorted by input cost:

Model Input (per 1M tokens) Output (per 1M tokens)
GPT-4o mini OpenAI $0.15 $0.60
DeepSeek V3 DeepSeek $0.27 $1.10
Gemini 2.5 Flash Google $0.30 $2.50
DeepSeek R1 DeepSeek (reasoning) $0.55 $2.19
Claude Haiku 4.5 Anthropic $1.00 $5.00
Gemini 2.5 Pro Google $1.25 $10.00
GPT-4o OpenAI $2.50 $10.00
o1-mini OpenAI (reasoning) $3.00 $12.00
Claude Sonnet 4.5 Anthropic $3.00 $15.00
Claude Opus 4.5 Anthropic $5.00 $25.00
o1 OpenAI (reasoning) $15.00 $60.00

Key insight: DeepSeek V3 is roughly 10x cheaper than GPT-4o for input tokens. For cost-sensitive workloads where quality is acceptable, this is a significant optimization lever.

Cost Calculator

Calculate Your Monthly LLM Costs

Cost per Request
$0.0075
Daily Cost
$0.75
Monthly Cost
$22.50
Using DeepSeek V3 would cost $4.11/month — 82% cheaper

5 Ways to Reduce LLM Costs

1. Use smaller models for simple tasks 50-90% savings

GPT-4o mini handles classification, extraction, and simple Q&A just as well as GPT-4o at 94% less cost. Route complex reasoning to expensive models, everything else to cheap ones.

2. Enable prompt caching Up to 90% savings

Anthropic charges only 10% for cached prompt tokens. If you have repeated system prompts or context, caching can dramatically reduce input costs. OpenAI and Google offer similar features.

3. Batch non-urgent requests 50% savings

OpenAI's Batch API offers 50% off for requests that can wait up to 24 hours. Perfect for content generation, data processing, or overnight analysis jobs.

4. Consider DeepSeek for cost-sensitive workloads 80-90% savings

DeepSeek V3 benchmarks competitively with GPT-4o on many tasks at 1/10th the input cost. Test it on your use case—you might be surprised.

5. Monitor and set budget alerts Prevent overruns

Most teams discover cost issues after receiving a surprise invoice. Use tools like Helicone or your provider's built-in usage dashboards to set alerts before you hit limits. See our Best LLM Monitoring Tools guide for platform comparisons.

Frequently Asked Questions

How much does GPT-4 cost per token?

GPT-4o costs $2.50 per million input tokens and $10.00 per million output tokens. That's $0.0000025 per input token and $0.00001 per output token. GPT-4o mini is much cheaper at $0.15/$0.60 per million tokens.

What is the cheapest LLM API in 2026?

DeepSeek V3 is currently the cheapest major LLM API at $0.27 per million input tokens. Among major US providers, GPT-4o mini ($0.15 input) is the cheapest option from OpenAI, while Gemini 2.5 Flash ($0.30 input) is competitive from Google.

How can I reduce my OpenAI API costs?

The most effective methods are: use GPT-4o mini instead of GPT-4o for simpler tasks (94% cheaper), enable prompt caching for repeated context, use the Batch API for non-urgent requests (50% off), and optimize your prompts to use fewer tokens.

Is Claude cheaper than GPT-4?

Claude Sonnet 4.5 ($3.00/$15.00) is slightly more expensive than GPT-4o ($2.50/$10.00) for most workloads. However, Claude Haiku ($1.00/$5.00) is competitive with GPT-4o mini for lightweight tasks. The best choice depends on your quality requirements and use case.

What is prompt caching?

Prompt caching stores frequently-used prompt prefixes so you don't pay full price for repeated context. Anthropic charges only 10% for cached tokens—so if you have a 2,000 token system prompt that's repeated on every request, caching saves 90% on those tokens. Enable it by structuring prompts with static content first.

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Last verified: January 30, 2026. Pricing from OpenAI, Anthropic, Google AI, and DeepSeek.