Enterprise AI adoption is entering a new phase. Companies are moving from experimentation to real workflow deployment.
Production requirements
- Reliability and evaluation.
- Security and permissions.
- Human review and audit logs.
- Cost monitoring.
- Integration with existing systems.
Opportunity areas
AI agent monitoring, workflow QA, internal knowledge automation, support copilots, sales operations, and compliance-friendly AI tooling are strong areas to watch.