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Cost of Intelligence: Can AI Sustain Itself?
The New Indian Express Villupuram
|March 12, 2025
Artificial intelligence firms are grappling with significant financial challenges despite rapid growth.
OpenAI CEO Sam Altman revealed that his company was losing money on its $200-a-month ChatGPT Pro subscriptions, as operational costs—estimated at $700,000 daily—far exceeded revenues. With projected losses of $5 billion in 2024 against revenues of $3.7 billion, the company is struggling to sustain the high costs of running advanced AI models while maintaining user accessibility.
This highlights a broader issue in the AI industry: balancing innovation, scalability, and profitability in a sector where resource consumption grows exponentially with usage, necessitating constant recalibration of business models.
The substantial costs incurred by AI companies are deeply rooted in the computational and infrastructural demands of training and deploying large-scale AI models. Training state-of-the-art models like GPT involves processing vast datasets to fine-tune billions of parameters. This process requires extensive use of high-performance hardware deployed in large clusters to manage distributed training. The computational workload requires significant energy, often measured in terawatt-hours, with estimates for training some of the largest models reaching tens of millions of dollars per iteration.
The cost of inference—servicing user queries—adds a layer of complexity. Live deployment requires robust cloud infrastructure with low-latency response times to handle millions of simultaneous interactions. This necessitates investments in scalable storage systems, data pipelines, and load-balancing mechanisms alongside geographically distributed data centers.
Diese Geschichte stammt aus der March 12, 2025-Ausgabe von The New Indian Express Villupuram.
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