Home / Technology / Shopify Defies AI Cost Trend: Frontier Models Only
Shopify Defies AI Cost Trend: Frontier Models Only
20 Jul
Summary
- Some companies still prioritize expensive frontier AI models.
- Twilio CEO questions ROI of current AI spending.
- Olive founder spent $4.5 million on AI tokens recently.

A shift is occurring in how companies approach AI spending. The "tokenmaxxing" craze, characterized by maximal expenditure on AI compute, is facing scrutiny. Leaders like the CEO of Twilio are questioning the return on investment, with some predicting "tokenmaxxing" will be remembered as reckless.
Despite this backlash, some companies maintain a different strategy. Shopify, for instance, reportedly directs its engineers to exclusively use premium frontier models, such as OpenAI's GPT-5.6 Sol or Anthropic's Fable 5. The head of engineering at Shopify expressed less concern about token costs, prioritizing accelerated learning.
Conversely, other businesses continue the profligate spending on advanced AI. The founder of AI voice startup Olive revealed spending an estimated $4.5 million on 774 billion AI tokens within the past month alone, exclusively utilizing frontier models. This approach is justified by the perceived importance of speed to market and competitive advantage.