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Companies Shift to 'Valuemaxxing' AI Strategy, Away From 'Tokenmaxxing'

Businesses are moving from an AI strategy focused on maximizing usage ('tokenmaxxing') to one that prioritizes tangible value creation ('valuemaxxing'). This shift reflects a growing need to measure ROI beyond mere consumption metrics.

13 July 2026
Companies Shift to 'Valuemaxxing' AI Strategy, Away From 'Tokenmaxxing'

Companies are increasingly adopting a new approach to artificial intelligence (AI) implementation, transitioning from a strategy known as 'tokenmaxxing' to 'valuemaxxing'. Tokenmaxxing emphasizes the sheer volume of AI used, rather than the actual business value or tangible benefits derived from its application.

This new 'valuemaxxing' framework aims to measure the return on investment (ROI) associated with AI usage and its direct impact on a company's financial performance. Previously, some executives pushed employees to utilize AI extensively, with some tech firms even incentivizing staff based on their AI consumption metrics.

AI tokens are the units by which many AI service providers measure their products, essentially representing chunks of user input to AI models and the resulting outputs. Tasks requiring significant computational power, such as complex problem-solving, can consume large quantities of tokens rapidly.

The focus on mere token consumption has drawn criticism for not necessarily reflecting the true value AI generates. The shift to 'valuemaxxing' highlights the necessity of understanding AI's strategic advantages and measuring them in quantifiable ways to ensure a positive return on investment.

Original source: inc.com