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Interactive LLM API Token Cost Simulator

Claude 3.5 Sonnet vs Gemini 1.5 Pro API Token Cost Calculator for Code Generation & Review

Calculate and compare monthly API token costs, prompt caching savings, and latency between Claude 3.5 Sonnet ($3/1M in) and Gemini 1.5 Pro ($1.25/1M in) for Code Generation & Review.

Requests / Day2,500
Input Tokens / Req5,000
Output Tokens / Req1,500
Prompt Cache Hit %55%
Claude 3.5 Sonnet (Anthropic)200K Context
Estimated Monthly API Spend
$2255.63/mo
Input / Cached (1M):$3.00 / $0.300
Output (1M):$15.00
Avg Speed:~85 tok/s
Gemini 1.5 Pro (Google)2M Context
Estimated Monthly API Spend
$837.38/mo
Input / Cached (1M):$1.25 / $0.310
Output (1M):$5.00
Avg Speed:~75 tok/s
Cost Winner for Code Generation & Review: Gemini 1.5 Pro saves $1418.25/month ($17019/year) at current token volume.
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Claude 3.5 Sonnet vs Gemini 1.5 Pro API Cost & Architecture Guide

Selecting between Claude 3.5 Sonnet (Anthropic) and Gemini 1.5 Pro (Google) for production Code Generation & Review workloads requires balancing token pricing, prompt caching discounts, context window capacity (200K vs 2M), and streaming throughput (85 vs 75 tok/s).

Claude 3.5 Sonnet is priced at $3.00 per 1M input tokens ($0.300/1M with prompt caching) and $15.00 per 1M output tokens. By comparison, Gemini 1.5 Pro charges $1.25 per 1M input tokens ($0.310/1M cached) and $5.00 per 1M output tokens.

At 2,500 requests/day (375.0M monthly input tokens and 112.5M monthly output tokens with a 55% cache hit rate), Claude 3.5 Sonnet costs $2255.63/month whereas Gemini 1.5 Pro costs $837.38/monthโ€”a monthly variance of $1418.25 ($17019/year).

Frequently Asked Questions

Is Claude 3.5 Sonnet or Gemini 1.5 Pro cheaper for Code Generation & Review?

Under standard Code Generation & Review parameters (2,500 reqs/day, 5000 input tokens, 1500 output tokens, 55% cache hit), Gemini 1.5 Pro is more cost-effective, saving $1418.25 per month ($17019.00 annually).

How does prompt caching affect Claude 3.5 Sonnet vs Gemini 1.5 Pro pricing?

Claude 3.5 Sonnet reduces cached input costs to $0.3/1M tokens, while Gemini 1.5 Pro charges $0.31/1M cached input tokens. High system-prompt reuse in Code Generation & Review pipelines can cut total input token spend by 50%โ€“90%.

What are the context window and speed differences between Claude 3.5 Sonnet and Gemini 1.5 Pro?

Claude 3.5 Sonnet supports a 200K token context window at ~85 tokens/sec, while Gemini 1.5 Pro provides a 2M token context window at ~75 tokens/sec.

Disclaimer: API prices and tokenizer rules are subject to change by the respective providers.

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