GlobalPayCalc.com
Interactive LLM API Token Cost Simulator

Claude 3.5 Sonnet vs Llama 3.1 405B 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 Llama 3.1 405B ($2.7/1M 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
Llama 3.1 405B (Meta (Managed API))128K Context
Estimated Monthly API Spend
$1037.81/mo
Input / Cached (1M):$2.70 / $1.350
Output (1M):$2.70
Avg Speed:~65 tok/s
Cost Winner for Code Generation & Review: Llama 3.1 405B saves $1217.81/month ($14614/year) at current token volume.
Open Full Multi-Model Simulator โ†’

Claude 3.5 Sonnet vs Llama 3.1 405B API Cost & Architecture Guide

Selecting between Claude 3.5 Sonnet (Anthropic) and Llama 3.1 405B (Meta (Managed API)) for production Code Generation & Review workloads requires balancing token pricing, prompt caching discounts, context window capacity (200K vs 128K), and streaming throughput (85 vs 65 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, Llama 3.1 405B charges $2.70 per 1M input tokens ($1.350/1M cached) and $2.70 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 Llama 3.1 405B costs $1037.81/monthโ€”a monthly variance of $1217.81 ($14614/year).

Frequently Asked Questions

Is Claude 3.5 Sonnet or Llama 3.1 405B cheaper for Code Generation & Review?

Under standard Code Generation & Review parameters (2,500 reqs/day, 5000 input tokens, 1500 output tokens, 55% cache hit), Llama 3.1 405B is more cost-effective, saving $1217.81 per month ($14613.75 annually).

How does prompt caching affect Claude 3.5 Sonnet vs Llama 3.1 405B pricing?

Claude 3.5 Sonnet reduces cached input costs to $0.3/1M tokens, while Llama 3.1 405B charges $1.35/1M 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 Llama 3.1 405B?

Claude 3.5 Sonnet supports a 200K token context window at ~85 tokens/sec, while Llama 3.1 405B provides a 128K token context window at ~65 tokens/sec.

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

Related Calculators & Comparisons

Claude 3.5 Sonnet vs Gemini 1.5 Pro
Claude 3.5 Sonnet vs Gemini 1.5 Pro API Token Cost Calculator for RAG Pipeline
Claude 3.5 Sonnet vs Gemini 1.5 Pro
Claude 3.5 Sonnet vs Gemini 1.5 Pro API Token Cost Calculator for Customer Support Agent
Claude 3.5 Sonnet vs Gemini 1.5 Pro
Claude 3.5 Sonnet vs Gemini 1.5 Pro API Token Cost Calculator for Multi-Agent Orchestration
Claude 3.5 Sonnet vs Gemini 1.5 Pro
Claude 3.5 Sonnet vs Gemini 1.5 Pro API Token Cost Calculator for Code Generation & Review
GPT-4o vs Llama 3.1 405B
GPT-4o vs Llama 3.1 405B API Token Cost Calculator for RAG Pipeline
GPT-4o vs Llama 3.1 405B
GPT-4o vs Llama 3.1 405B API Token Cost Calculator for Customer Support Agent
Sponsor

Frequently Asked Questions

Learn more about data security, computations, and platform verification.

Is my personal data or file uploads secure on GlobalPayCalc?
Yes, 100%. All processing (image compression, background removal, tax calculations, token estimations) occurs entirely inside your local browser memory (RAM). We do not upload, store, or log any of your files on any remote servers.
How does the Global Take-Home Salary & FX Fee engine work?
Where do the remote tax and living cost index (PPP) rates come from?
Why is this utility engine completely free to use?
How accurate is the AI Token API Cost Simulator?
Is GlobalPayCalc compatible with mobile devices?
100% Secure & Local RAM Processing
Verified OECD & Official Tax Alignment
Unlimited Usage, No Hidden Membership Fees

Popular Remote Tax & Living Cost Corridors

๐Ÿ‡บ๐Ÿ‡ธ SF โ†’ ๐Ÿ‡ช๐Ÿ‡ธ Madrid (Spain)24% Tax๐Ÿ‡บ๐Ÿ‡ธ SF โ†’ ๐Ÿ‡ต๐Ÿ‡น Lisbon (Portugal)20% Tax๐Ÿ‡บ๐Ÿ‡ธ SF โ†’ ๐Ÿ‡ฎ๐Ÿ‡ฉ Bali (Indonesia)0% Tax๐Ÿ‡บ๐Ÿ‡ธ SF โ†’ ๐Ÿ‡ฏ๐Ÿ‡ต Tokyo (Japan)20% Tax๐Ÿ‡บ๐Ÿ‡ธ SF โ†’ ๐Ÿ‡ธ๐Ÿ‡ฌ Singapore12% Tax๐Ÿ‡บ๐Ÿ‡ธ SF โ†’ ๐Ÿ‡น๐Ÿ‡ญ Bangkok (Thailand)15% Tax๐Ÿ‡บ๐Ÿ‡ธ SF โ†’ ๐Ÿ‡จ๐Ÿ‡ด Medellin (Colombia)15% Tax๐Ÿ‡บ๐Ÿ‡ธ SF โ†’ ๐Ÿ‡ฒ๐Ÿ‡ฝ Mexico City (Mexico)15% Tax๐Ÿ‡บ๐Ÿ‡ธ SF โ†’ ๐Ÿ‡ช๐Ÿ‡ช Tallinn (Estonia)20% Tax๐Ÿ‡บ๐Ÿ‡ธ SF โ†’ ๐Ÿ‡ฌ๐Ÿ‡ท Athens (Greece)22% Tax๐Ÿ‡บ๐Ÿ‡ธ SF โ†’ ๐Ÿ‡ช๐Ÿ‡ธ Barcelona (Spain)24% Tax๐Ÿ‡บ๐Ÿ‡ธ SF โ†’ ๐Ÿ‡ฌ๐Ÿ‡ช Tbilisi (Georgia)1% Tax
Explore All 144 City-to-City Tax & Relocation Corridors
NYC โ†’ Madrid (Spain)NYC โ†’ Lisbon (Portugal)NYC โ†’ Bali (Indonesia)NYC โ†’ Tokyo (Japan)NYC โ†’ SingaporeNYC โ†’ Bangkok (Thailand)NYC โ†’ Medellin (Colombia)NYC โ†’ Mexico City (Mexico)NYC โ†’ Tallinn (Estonia)NYC โ†’ Athens (Greece)NYC โ†’ Barcelona (Spain)NYC โ†’ Tbilisi (Georgia)LON โ†’ Madrid (Spain)LON โ†’ Lisbon (Portugal)LON โ†’ Bali (Indonesia)LON โ†’ Tokyo (Japan)LON โ†’ SingaporeLON โ†’ Bangkok (Thailand)LON โ†’ Medellin (Colombia)LON โ†’ Mexico City (Mexico)LON โ†’ Tallinn (Estonia)LON โ†’ Athens (Greece)LON โ†’ Barcelona (Spain)LON โ†’ Tbilisi (Georgia)BER โ†’ Madrid (Spain)BER โ†’ Lisbon (Portugal)BER โ†’ Bali (Indonesia)BER โ†’ Tokyo (Japan)BER โ†’ SingaporeBER โ†’ Bangkok (Thailand)BER โ†’ Medellin (Colombia)BER โ†’ Mexico City (Mexico)BER โ†’ Tallinn (Estonia)BER โ†’ Athens (Greece)BER โ†’ Barcelona (Spain)BER โ†’ Tbilisi (Georgia)PAR โ†’ Madrid (Spain)PAR โ†’ Lisbon (Portugal)PAR โ†’ Bali (Indonesia)PAR โ†’ Tokyo (Japan)PAR โ†’ SingaporePAR โ†’ Bangkok (Thailand)PAR โ†’ Medellin (Colombia)PAR โ†’ Mexico City (Mexico)PAR โ†’ Tallinn (Estonia)PAR โ†’ Athens (Greece)PAR โ†’ Barcelona (Spain)PAR โ†’ Tbilisi (Georgia)IST โ†’ Madrid (Spain)IST โ†’ Lisbon (Portugal)IST โ†’ Bali (Indonesia)IST โ†’ Tokyo (Japan)IST โ†’ SingaporeIST โ†’ Bangkok (Thailand)IST โ†’ Medellin (Colombia)IST โ†’ Mexico City (Mexico)IST โ†’ Tallinn (Estonia)IST โ†’ Athens (Greece)IST โ†’ Barcelona (Spain)IST โ†’ Tbilisi (Georgia)TOR โ†’ Madrid (Spain)TOR โ†’ Lisbon (Portugal)TOR โ†’ Bali (Indonesia)TOR โ†’ Tokyo (Japan)TOR โ†’ SingaporeTOR โ†’ Bangkok (Thailand)TOR โ†’ Medellin (Colombia)TOR โ†’ Mexico City (Mexico)TOR โ†’ Tallinn (Estonia)TOR โ†’ Athens (Greece)TOR โ†’ Barcelona (Spain)TOR โ†’ Tbilisi (Georgia)SYD โ†’ Madrid (Spain)SYD โ†’ Lisbon (Portugal)SYD โ†’ Bali (Indonesia)SYD โ†’ Tokyo (Japan)SYD โ†’ SingaporeSYD โ†’ Bangkok (Thailand)SYD โ†’ Medellin (Colombia)SYD โ†’ Mexico City (Mexico)SYD โ†’ Tallinn (Estonia)SYD โ†’ Athens (Greece)SYD โ†’ Barcelona (Spain)SYD โ†’ Tbilisi (Georgia)AUS โ†’ Madrid (Spain)AUS โ†’ Lisbon (Portugal)AUS โ†’ Bali (Indonesia)AUS โ†’ Tokyo (Japan)AUS โ†’ SingaporeAUS โ†’ Bangkok (Thailand)AUS โ†’ Medellin (Colombia)AUS โ†’ Mexico City (Mexico)AUS โ†’ Tallinn (Estonia)AUS โ†’ Athens (Greece)AUS โ†’ Barcelona (Spain)AUS โ†’ Tbilisi (Georgia)ZRH โ†’ Madrid (Spain)ZRH โ†’ Lisbon (Portugal)ZRH โ†’ Bali (Indonesia)ZRH โ†’ Tokyo (Japan)ZRH โ†’ SingaporeZRH โ†’ Bangkok (Thailand)ZRH โ†’ Medellin (Colombia)ZRH โ†’ Mexico City (Mexico)ZRH โ†’ Tallinn (Estonia)ZRH โ†’ Athens (Greece)ZRH โ†’ Barcelona (Spain)ZRH โ†’ Tbilisi (Georgia)AMS โ†’ Madrid (Spain)AMS โ†’ Lisbon (Portugal)AMS โ†’ Bali (Indonesia)AMS โ†’ Tokyo (Japan)AMS โ†’ SingaporeAMS โ†’ Bangkok (Thailand)AMS โ†’ Medellin (Colombia)AMS โ†’ Mexico City (Mexico)AMS โ†’ Tallinn (Estonia)AMS โ†’ Athens (Greece)AMS โ†’ Barcelona (Spain)AMS โ†’ Tbilisi (Georgia)DUB โ†’ Madrid (Spain)DUB โ†’ Lisbon (Portugal)DUB โ†’ Bali (Indonesia)DUB โ†’ Tokyo (Japan)DUB โ†’ SingaporeDUB โ†’ Bangkok (Thailand)DUB โ†’ Medellin (Colombia)DUB โ†’ Mexico City (Mexico)DUB โ†’ Tallinn (Estonia)DUB โ†’ Athens (Greece)DUB โ†’ Barcelona (Spain)DUB โ†’ Tbilisi (Georgia)

Popular LLM API Token Cost Benchmarks

GPT-4o vs Claude 3.5 Sonnet
RAG Pipeline
GPT-4o vs Claude 3.5 Sonnet
Customer Support Agent
GPT-4o vs Claude 3.5 Sonnet
Multi-Agent Orchestration
GPT-4o vs Claude 3.5 Sonnet
Code Generation & Review
GPT-4o vs Gemini 1.5 Pro
RAG Pipeline
GPT-4o vs Gemini 1.5 Pro
Customer Support Agent
GPT-4o vs Gemini 1.5 Pro
Multi-Agent Orchestration
GPT-4o vs Gemini 1.5 Pro
Code Generation & Review
Explore All 36 LLM Token Pricing Comparisons
Claude 3.5 Sonnet vs Gemini 1.5 Pro (RAG Pipeline)Claude 3.5 Sonnet vs Gemini 1.5 Pro (Customer Support Agent)Claude 3.5 Sonnet vs Gemini 1.5 Pro (Multi-Agent Orchestration)Claude 3.5 Sonnet vs Gemini 1.5 Pro (Code Generation & Review)GPT-4o Mini vs Gemini 1.5 Flash (RAG Pipeline)GPT-4o Mini vs Gemini 1.5 Flash (Customer Support Agent)GPT-4o Mini vs Gemini 1.5 Flash (Multi-Agent Orchestration)GPT-4o Mini vs Gemini 1.5 Flash (Code Generation & Review)GPT-4o Mini vs Llama 3 70B (RAG Pipeline)GPT-4o Mini vs Llama 3 70B (Customer Support Agent)GPT-4o Mini vs Llama 3 70B (Multi-Agent Orchestration)GPT-4o Mini vs Llama 3 70B (Code Generation & Review)GPT-4o vs Llama 3.1 405B (RAG Pipeline)GPT-4o vs Llama 3.1 405B (Customer Support Agent)GPT-4o vs Llama 3.1 405B (Multi-Agent Orchestration)GPT-4o vs Llama 3.1 405B (Code Generation & Review)Claude 3.5 Sonnet vs Llama 3.1 405B (RAG Pipeline)Claude 3.5 Sonnet vs Llama 3.1 405B (Customer Support Agent)Claude 3.5 Sonnet vs Llama 3.1 405B (Multi-Agent Orchestration)Claude 3.5 Sonnet vs Llama 3.1 405B (Code Generation & Review)GPT-4o vs Mistral Large 2 (RAG Pipeline)GPT-4o vs Mistral Large 2 (Customer Support Agent)GPT-4o vs Mistral Large 2 (Multi-Agent Orchestration)GPT-4o vs Mistral Large 2 (Code Generation & Review)Claude 3.5 Sonnet vs Claude 3 Opus (RAG Pipeline)Claude 3.5 Sonnet vs Claude 3 Opus (Customer Support Agent)Claude 3.5 Sonnet vs Claude 3 Opus (Multi-Agent Orchestration)Claude 3.5 Sonnet vs Claude 3 Opus (Code Generation & Review)