The three disciplines separating AI agent demos from real-world deployment

Creatio methodology was developed around data virtualization, agent dashboards and KPIs, and tightly bounded use-case loops, creatio developed a methodology built around three disciplines.

Sanchit Vir Gogia said the technology often works well in demonstrations but faces challenges inside real organizations, chief analyst Sanchit Vir Gogia commented on technology performance in demos versus organizations.

Creatio agents handled up to 80-90% of tasks autonomously in simpler use cases, kawasaki's team reported results in simpler use cases.

Enterprise focus in 2026 enterprises are starting to focus on mission-critical workflows, kawasaki's comment about enterprise focus in 2026.

Enterprise data is fragmented across SaaS platforms, apps, internal databases, and other data stores, enterprises encounter common data problems when deploying agents.