rotative
the decoder · July 6, 2026

Why frontier AI leads shrank from 1 year to 7 weeks

epoch ai data shows model dominance dropped from gpt-4's 12-month lead to a median of just 7 weeks, signaling fierce competition and shrinking margins for new releases.

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research from epoch ai highlights a drastic reduction in the longevity of state-of-the-art ai models, with gpt-4 holding the top spot for about a year compared to the current median of just seven weeks. since february 2024, the lead position has changed hands 17 times, with openai's o1 holding the second-longest reign at only three months. this shift suggests the market has moved from a single dominant outlier to a cycle of rapid, iterative improvements where labs trade advantages quickly. it signals that building a sustainable moat around model capability is becoming increasingly difficult as labs release updates more frequently.

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