kapynResearch

Agentic orchestration: Enterprise AI organizations have a deployment problem, not a platform problem — and most are calling chatbots agents

Enterprise AI teams are consolidating agent orchestration onto model-provider platforms, with Anthropic's Claude leading significantly due to its advanced underlying model. However, deployed "agents" are predominantly chatbot wrappers, not true multi-step workflows, and real-time cost control remains rare, indicating a gap between ambition and current reality. This research highlights enterprise preferences for hybrid control planes to avoid vendor lock-in and the factors driving platform selection, such as model gravity and reliable multi-step execution.

VentureBeat AI·Jul 15, 2026

Opening Kapyn…