In late 2022, advanced conversational systems became publicly accessible.
By 2023–2025, AI was embedded in:
- Enterprise workflows
- Creative industries
- Education systems
- Legal and financial analysis
- Government decision layers
The shift was not gradual. It was exponentially compressed.
When transformation compresses, governance lags.