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$0.140$0.28$3.64
Gemini 2.0 Flash$0.100$0.40$4.40
Qwen 2.5 72B$0.350$0.40$6.40
GPT-4o Mini$0.150$0.60$6.60
Llama 3.3 70B (Groq/Together)$0.590$0.79$11.83
DeepSeek R1 (Reasoning)$0.550$2.19$24.11
Claude 3.5 Haiku$0.800$4.00$42.40
o3-mini (Reasoning)$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
Grok 2$2.000$10.00$106.00
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

Active Gateway: Direct Provider API

Quick Workload Presets

Pick a scenario or fine-tune token parameters and cloud host below.

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Token & Usage ParametersLLM API

tokens
Quick:
10k1M5M20M+
tokens
Quick:
5k200k1M5M+
Up to 90% Off
Flat 50% Off
1
Executive Savings InsightDirect Provider API
$189.15/ month saved

Switching from GPT-4o ($195.00/mo) to Gemini 1.5 Flash ($5.85/mo) saves 97%.

$2,269.80 / year ROI
Annualized capital savings
Sort:
Provider:
Gemini 1.5 FlashGoogleLowest CostGoogle TPU v5e

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

$0.08/1M in$0.30/1M out180 t/s1000k ctx
$5.85/ mo
$0.20 / day · $71.18 / yr
Specs & Hardware →
DeepSeek V3DeepSeekNVIDIA H800 / H100 Cluster

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

$0.14/1M in$0.28/1M out85 t/s128k ctx
$7.56/ mo
$0.25 / day · $91.98 / yr
Specs & Hardware →
Gemini 2.0 FlashGoogleGoogle TPU v5e

Real-time conversational streaming, vision, multimodal processing at speed

$0.10/1M in$0.40/1M out260 t/s1000k ctx
$7.80/ mo
$0.26 / day · $94.90 / yr
Specs & Hardware →
GPT-4o MiniOpenAIMicrosoft Azure NVIDIA H100

High-volume text processing, fast chatbots, structured JSON extraction

$0.15/1M in$0.60/1M out145 t/s128k ctx
$11.70/ mo
$0.39 / day · $142.35 / yr
Specs & Hardware →
Qwen 2.5 72BAlibabaNVIDIA H100 SXM5

Top open-weights coding, math, and multilingual benchmark performance

$0.35/1M in$0.40/1M out110 t/s128k ctx
$15.30/ mo
$0.51 / day · $186.15 / yr
Specs & Hardware →
Llama 3.3 70B (Groq/Together)MetaGroq LPU / Cerebras CS-3

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

$0.59/1M in$0.79/1M out310 t/s128k ctx
$27.18/ mo
$0.91 / day · $330.69 / yr
Specs & Hardware →
DeepSeek R1 (Reasoning)DeepSeekNVIDIA H100 SXM5 Cluster

Complex math, algorithmic reasoning, open deep-thinking workflows

$0.55/1M in$2.19/1M out65 t/s128k ctx
$42.78/ mo
$1.43 / day · $520.49 / yr
Specs & Hardware →
Claude 3.5 HaikuAnthropicAWS Trainium2 / NVIDIA H100

Rapid code completion, customer service, fast structured parsing

$0.80/1M in$4.00/1M out130 t/s200k ctx
$72.00/ mo
$2.40 / day · $876.00 / yr
Specs & Hardware →
o3-mini (Reasoning)OpenAIMicrosoft Azure NVIDIA H100

Cost-effective scientific & coding reasoning, high-accuracy logic

$1.10/1M in$4.40/1M out95 t/s200k ctx
$85.80/ mo
$2.86 / day · $1,043.90 / yr
Specs & Hardware →
Gemini 1.5 ProGoogleGoogle TPU v5e / v5p

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

$1.25/1M in$5.00/1M out82 t/s2000k ctx
$97.50/ mo
$3.25 / day · $1,186.25 / yr
Specs & Hardware →
Mistral Large 2MistralNVIDIA H100 Cluster

Multilingual tasks, European compliance, enterprise code generation

$2.00/1M in$6.00/1M out80 t/s128k ctx
$132.00/ mo
$4.40 / day · $1,606.00 / yr
Specs & Hardware →
Grok 2xAIColossus 100k H100 Cluster

Real-time information synthesis, creative generation, vision analysis

$2.00/1M in$10.00/1M out75 t/s128k ctx
$180.00/ mo
$6.00 / day · $2,190.00 / yr
Specs & Hardware →
GPT-4o (Omni)OpenAIIndustry BaselineMicrosoft Azure NVIDIA H100

Complex multimodal reasoning, coding, and production enterprise apps

$2.50/1M in$10.00/1M out90 t/s128k ctx
$195.00/ mo
$6.50 / day · $2,372.50 / yr
Specs & Hardware →
Claude 3.5 SonnetAnthropicDeveloper FavoriteAWS Trainium2 / NVIDIA H100

Software engineering, nuanced writing, complex agentic tool use

$3.00/1M in$15.00/1M out80 t/s200k ctx
$270.00/ mo
$9.00 / day · $3,285.00 / yr
Specs & Hardware →
o1 (Reasoning)OpenAIMicrosoft Azure NVIDIA H100

Advanced mathematics, algorithmic coding, PhD-level scientific logic

$15.00/1M in$60.00/1M out45 t/s200k ctx
$1,170.00/ mo
$39.00 / day · $14,235.00 / yr
Specs & Hardware →
Cheapest: Gemini 1.5 Flash
$5.85/moSave $189.15/mo

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.