Enterprise AI is shifting from access to capability: companies have tried frontier and open models, and now want specialized agents that work inside existing workflows. The company frames trust, tool use, and runtime security as core requirements.
The emphasis is on systems of models that can reason, call tools, and operate with domain-specific skills. That is a different challenge from simply giving employees a chatbot or API key.
For enterprise buyers, the message is that agent adoption will depend on governance and integration as much as model quality.