Concrete problems to solve
- The same information is re-entered across tools, creating discrepancies that are difficult to track.
- A process depends on one person, undocumented scripts or fragile manual steps.
- Deployments are risky, incidents are difficult to diagnose or the platform struggles under load.
- You want to build a product or add an AI feature without creating an unmanaged dependency.