Enterprise AI adoption shifts to new business models with forward-deployed engineers and private equity backing.

Enterprise AI projects often fail not due to technology but because AI doesn't integrate into workflows. To solve this, OpenAI and Anthropic launched $10 billion ventures backed by private equity to embed engineers directly within client companies, accelerating AI deployment. This forward-deployed engineering model helps companies scale AI use while managing rising costs and complexity. Private equity firms leverage their portfolios to fast-track AI adoption across industries like healthcare and finance, signaling a shift from traditional software sales to integrated AI solutions.