{
  "id": 821688,
  "title": "The end of tokenmaxxing? How AI is moving to pay-as-you-go",
  "url": "https://urgent.news/2026/08/14/the-end-of-tokenmaxxing-how-ai-is-moving-to-pay-as-you-go",
  "topic": "ai",
  "section": "AI",
  "published": "2026-08-14T00:40:24.000Z",
  "source": {
    "name": "The Business Times - Companies & Markets",
    "slug": "the-business-times-companies-markets",
    "url": "https://www.businesstimes.com.sg/international/global/end-tokenmaxxing-how-ai-moving-pay-you-go"
  },
  "original_language": "en",
  "account": "The commercial potential of artificial intelligence is driving its developers to adopt pay-as-you-go pricing models, signaling a possible decline in the popularity of the \"tokenmaxxing\" approach. Companies like OpenAI and Anthropic have begun to introduce usage-based pricing options for their AI services, moving away from the traditional flat subscription fee model. As AI developers invest billions of dollars in developing and running their models, the move to metered pricing could lead to more selective use of AI technology, and potentially create sticker shock for businesses and customers. Some AI firms, such as Anthropic, have already shifted to billing business customers based on actual AI usage, while others like OpenAI have introduced advertising-supported options. However, the new pricing models have caused concerns among businesses, leading to a reevaluation of the return on their AI investments. The shift to pay-as-you-go pricing could also make AI more expensive for heavy users, who may have previously taken advantage of unlimited usage through tokenmaxxing. This could potentially lead to a rethinking of the value of AI and a slowdown in its adoption by businesses.",
  "summary": "OpenAI’s Sam Altman said the company imagines a future “where (AI) is a utility, like electricity or water, and people buy it...",
  "key_points": [
    "AI developers adopting pay-as-you-go pricing models",
    "OpenAI and Anthropic introducing usage-based pricing",
    "Concerns over sticker shock for businesses and customers"
  ],
  "editors_take": "The shift to pay-as-you-go pricing for AI services may lead to more selective use, higher costs for heavy users, and a reevaluation of AI investments, potentially slowing its adoption.",
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}