Multi-Model Becomes Default
By 2027, 80% of enterprises will use 3+ AI models. Single-vendor strategies will be seen as risky. Multi-model platforms with unified governance become the standard enterprise AI architecture.
Governance-First Adoption
Organizations will adopt AI governance before AI tools, not after. The era of deploying AI first and governing later is ending as regulatory pressure and breach costs accelerate governance investment.
AI Agents at Scale
Autonomous AI agents that take actions (not just chat) will enter enterprises. This requires even stronger governance—agents can make API calls, modify data, and interact with production systems.
On-Prem AI Growth
Open-source model quality will match or exceed proprietary models for most tasks. Combined with privacy requirements, 40%+ of enterprises will run some AI workloads on-premises by 2028.
.png)