For companies using advanced AI coding tools, only 18% of spending on tokens is translating into shipped coding products that reach real users, according to EntelligenceAI, a startup that aggregated data on more than 2,000 companies using advanced AI tools for coding. Jellyfish, a company that tracks AI usage, found rapidly diminishing returns in terms of converting tokens to actual software.