Specialized AI firms become the new moat as foundation models commodify
As GPT‑4 and Gemini Ultra each cost tens of millions to train, generic APIs are turning into commodities. Enterprise AI adoption is slipping, with 42% of projects dropped in 2025. The report shows the real growth lies with niche firms that embed specialized models in proprietary workflows, turning data and inference layers into competitive advantage.