Fragmented application estates
Enterprises run dozens of line-of-business applications, each with its own interface, data model, and permission structure. Cross-system intelligence requires navigating all of them — manually, expensively, and slowly.
Governance & Security
Most agentic deployments bolt security, entitlements, and cost controls on after the demo. The result: ungoverned agents that cannot touch sensitive data, operate under real user permissions, or control token spend at scale.
Cost Control and Management
Without token budgeting and workflow optimization, AI consumption costs spiral unpredictably — killing executive confidence and stalling rollout past the pilot phase.
