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Interactive LLM API Token Cost Simulator

Claude 3.5 Sonnet vs Claude 3 Opus API Token Cost Calculator for RAG Pipeline

Calculate and compare monthly API token costs, prompt caching savings, and latency between Claude 3.5 Sonnet ($3/1M in) and Claude 3 Opus ($15/1M in) for RAG Pipeline.

Requests / Day5,000
Input Tokens / Req4,500
Output Tokens / Req600
Prompt Cache Hit %60%
Claude 3.5 Sonnet (Anthropic)200K Context
Estimated Monthly API Spend
$2281.50/mo
Input / Cached (1M):$3.00 / $0.300
Output (1M):$15.00
Avg Speed:~85 tok/s
Claude 3 Opus (Anthropic)200K Context
Estimated Monthly API Spend
$11407.50/mo
Input / Cached (1M):$15.00 / $1.500
Output (1M):$75.00
Avg Speed:~45 tok/s
Cost Winner for RAG Pipeline: Claude 3.5 Sonnet saves $9126.00/month ($109512/year) at current token volume.
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Claude 3.5 Sonnet vs Claude 3 Opus API Cost & Architecture Guide

Selecting between Claude 3.5 Sonnet (Anthropic) and Claude 3 Opus (Anthropic) for production RAG Pipeline workloads requires balancing token pricing, prompt caching discounts, context window capacity (200K vs 200K), and streaming throughput (85 vs 45 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, Claude 3 Opus charges $15.00 per 1M input tokens ($1.500/1M cached) and $75.00 per 1M output tokens.

At 5,000 requests/day (675.0M monthly input tokens and 90.0M monthly output tokens with a 60% cache hit rate), Claude 3.5 Sonnet costs $2281.50/month whereas Claude 3 Opus costs $11407.50/monthโ€”a monthly variance of $9126.00 ($109512/year).

Frequently Asked Questions

Is Claude 3.5 Sonnet or Claude 3 Opus cheaper for RAG Pipeline?

Under standard RAG Pipeline parameters (5,000 reqs/day, 4500 input tokens, 600 output tokens, 60% cache hit), Claude 3.5 Sonnet is more cost-effective, saving $9126.00 per month ($109512.00 annually).

How does prompt caching affect Claude 3.5 Sonnet vs Claude 3 Opus pricing?

Claude 3.5 Sonnet reduces cached input costs to $0.3/1M tokens, while Claude 3 Opus charges $1.5/1M cached input tokens. High system-prompt reuse in RAG Pipeline 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 Claude 3 Opus?

Claude 3.5 Sonnet supports a 200K token context window at ~85 tokens/sec, while Claude 3 Opus provides a 200K token context window at ~45 tokens/sec.

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

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