TokenCalc AI
Content & Localization

LLM Translation Costs for Apps and Websites

Translation has roughly equal input and output, and some languages use more tokens per word than English, raising cost.

Typical monthly workload

Input tokens
8,000,000
Output tokens
9,000,000
Requests / day
1,200

Illustrative estimate. Adjust the sliders below to match your own volume.

Recommended setup

GPT-4o Mini + Mistral Large 2 for European languages

Use a small model for UI strings and a stronger multilingual model for marketing copy where nuance matters.

Estimated: $25.62 / month vs $159.00 / month (100% Claude 3.5 Sonnet) (~84% less)

Monthly cost by model for this workload

ModelInput / 1MOutput / 1MEst. monthly cost
Gemini 1.5 Flash$0.075$0.30$3.30
DeepSeek V3 / V2.5$0.140$0.28$3.64
GPT-4o Mini$0.150$0.60$6.60
Llama 3.3 70B (Groq/Together)$0.590$0.79$11.83
Claude 3.5 Haiku$0.800$4.00$42.40
o1-mini$1.100$4.40$48.40
Gemini 1.5 Pro$1.250$5.00$55.00
Mistral Large 2$2.000$6.00$70.00
GPT-4o (Omni)$2.500$10.00$110.00
Claude 3.5 Sonnet$3.000$15.00$159.00
o1 (Reasoning)$15.000$60.00$660.00

Computed from list prices and the workload above (8,000,000 input and 9,000,000 output tokens per month), with no caching or batch discounts. Real bills vary.

How to cut this cost

  • Use a glossary

    Pass a short term base so brand terms stay consistent without long instructions.

  • Translate only changed strings

    Track string hashes and re-translate only new or edited keys.

Simulate your own spend

Quick Workload Presets

Pick a ready-made scenario or customize your token volume below.

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Token & Usage Parameters

1,000,000
10k1M5M10M20M
400,000
5k200k1M3M5M
1 seat
Monthly Optimization Opportunity
$189.15/ month

By switching or routing background tasks from GPT-4o to Gemini 1.5 Flash, your team saves up to $2,270 annually.

Gemini 1.5 FlashGoogleLowest Price

Lowest cost per token, high-frequency tasks, real-time audio/video

$0.07/1M in$0.30/1M out1000k context
$5.85/mo
$0.20 / day · $71 / yr
Specs & Cheaper Alts →
DeepSeek V3 / V2.5DeepSeek

State-of-the-art open economics, high-performance general intelligence

$0.14/1M in$0.28/1M out128k context
$7.56/mo
$0.25 / day · $92 / yr
Specs & Cheaper Alts →
GPT-4o MiniOpenAI

High-volume text processing, fast chatbots, classification

$0.15/1M in$0.60/1M out128k context
$11.70/mo
$0.39 / day · $142 / yr
Specs & Cheaper Alts →
Llama 3.3 70B (Groq/Together)Meta

Open-weights privacy, self-hosting or ultra-cheap hosted inferencing

$0.59/1M in$0.79/1M out128k context
$27.18/mo
$0.91 / day · $331 / yr
Specs & Cheaper Alts →
Claude 3.5 HaikuAnthropic

Rapid code completion, customer service, structured data extraction

$0.80/1M in$4.00/1M out200k context
$72.00/mo
$2.40 / day · $876 / yr
Specs & Cheaper Alts →
o1-miniOpenAI

Fast STEM reasoning, competitive programming at lower cost

$1.10/1M in$4.40/1M out128k context
$85.80/mo
$2.86 / day · $1044 / yr
Specs & Cheaper Alts →
Gemini 1.5 ProGoogle

Massive context (2M tokens), full video/audio analysis, large codebases

$1.25/1M in$5.00/1M out2000k context
$97.50/mo
$3.25 / day · $1186 / yr
Specs & Cheaper Alts →
Mistral Large 2Mistral

Multilingual tasks, European compliance, enterprise code generation

$2.00/1M in$6.00/1M out128k context
$132.00/mo
$4.40 / day · $1606 / yr
Specs & Cheaper Alts →
GPT-4o (Omni)OpenAI

Complex multimodal reasoning, coding, and production apps

$2.50/1M in$10.00/1M out128k context
$195.00/mo
$6.50 / day · $2373 / yr
Specs & Cheaper Alts →
Claude 3.5 SonnetAnthropicTop Coding Choice

Software engineering, nuanced writing, complex agentic workflows

$3.00/1M in$15.00/1M out200k context
$270.00/mo
$9.00 / day · $3285 / yr
Specs & Cheaper Alts →
o1 (Reasoning)OpenAI

Advanced mathematics, algorithmic coding, PhD-level scientific logic

$15.00/1M in$60.00/1M out200k context
$1170.00/mo
$39.00 / day · $14235 / yr
Specs & Cheaper Alts →

Frequently asked questions

Do non-English languages cost more?

Often yes. Many tokenizers split non-Latin scripts into more tokens per word, so the same sentence can cost noticeably more.