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The AI Expectation Gap: Why Falling Token Costs Are Reshaping Business Economics

  • Open-Source Competition: The emergence of models like Meta's Llama 3.1 is putting pressure on proprietary providers to lower prices and innovate faster.
  • Advancements in Hardware and Optimization: Specialized chips and techniques like quantization have enabled smaller models to achieve efficiency, but may sacrifice performance for complex tasks.
  • The Reality Behind Falling Costs: Token costs may be decreasing, but the overall cost of deploying AI systems is rising due to higher expectations from businesses and society.
  • Heightened Scrutiny: People are more critical of AI failures than human errors, creating a demand for AI systems to perform complex tasks accurately and with judgment.

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