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Arabic Token Counter

API Cost Estimator & Penalty Visualizer

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cl100k_base · BPE Approximation Real-time Analysis ⚠ Arabic Token Penalty Active

Visualize the Arabic Token Penalty and calculate your real AI API costs.

Arabic text can consume 3–5× more tokens than equivalent English text due to byte-level BPE fragmentation. Paste any text below to see the cost difference across GPT-4o, Claude 3.5, Gemini 1.5 Pro, and regional Arabic LLMs.

Input Text
0 chars · 0 words · 1 line
Est. Tokens 0
Characters 0
Char/Token
Penalty Factor
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Token Split Visualizer 0 tokens
Legend: T1 T2 T3
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Your tokenized text will appear here with color-coded token boundaries.

Arabic text will show dramatic fragmentation per word.

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Monthly Volume Estimator
Enterprise Scale
10,000
1K100K500K1M
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Live Cost Matrix
Per-request cost
Model Tokens $/1K tkn Cost
🏆 Cheapest for this text:
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Monthly Enterprise Bill

Potential Monthly Savings (Best vs Worst)

$0.00

Switch from worst to best model to unlock savings

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Token Insights
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Token Efficiency

Enter text to see analysis

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Script Detection

Optimization Tip

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Penalty vs English