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@@ -66,20 +66,18 @@ FP8 quantization showed no measurable quality degradation compared to bf16 preci
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  GrassData/ClipTagger-12b delivers frontier-quality performance at a fraction of the cost of closed-source alternatives. Based on typical usage patterns (700 input tokens and 250 output tokens per generation), here's how the costs compare:
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- ### Pricing Comparison
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  | Model | Input Cost/MTok | Output Cost/MTok | Cost per 1M Generations | Cost per Generation |
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  |-------|-----------------|------------------|------------------------|-------------------|
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  | ClipTagger-12b | $0.30 | $0.50 | $335 | $0.000335 |
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  | GPT-4.1 | $3.00 | $12.00 | $5,100 | $0.0051 |
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  | Claude 4 Sonnet | $3.00 | $15.00 | $5,850 | $0.00585 |
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- *Cost calculations based on 700 input tokens and 250 output tokens per generation.
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  <img src="./assets/cost.png" alt="Cost Comparison Per 1 Million Generations" width="100%" />
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  ClipTagger-12b offers **15x cost savings** compared to GPT-4.1 and **17x cost savings** compared to Claude 4 Sonnet, while maintaining comparable quality metrics.
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  ## Usage
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  ### API Access
 
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  GrassData/ClipTagger-12b delivers frontier-quality performance at a fraction of the cost of closed-source alternatives. Based on typical usage patterns (700 input tokens and 250 output tokens per generation), here's how the costs compare:
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  | Model | Input Cost/MTok | Output Cost/MTok | Cost per 1M Generations | Cost per Generation |
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  |-------|-----------------|------------------|------------------------|-------------------|
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  | ClipTagger-12b | $0.30 | $0.50 | $335 | $0.000335 |
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  | GPT-4.1 | $3.00 | $12.00 | $5,100 | $0.0051 |
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  | Claude 4 Sonnet | $3.00 | $15.00 | $5,850 | $0.00585 |
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  <img src="./assets/cost.png" alt="Cost Comparison Per 1 Million Generations" width="100%" />
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  ClipTagger-12b offers **15x cost savings** compared to GPT-4.1 and **17x cost savings** compared to Claude 4 Sonnet, while maintaining comparable quality metrics.
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+ *Cost calculations based on an average of 700 input tokens and 250 output tokens per generation.
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  ## Usage
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  ### API Access