| Pros | Cons | | :--- | :--- | | Zero data leaves your premises. | Hardware Costs: You supply the RAM/GPU. No cloud elasticity. | | No Subscription Surprises: One license; no per-CPU-hour bills. | Installation Overhead: Requires IT admin setup (Docker/Kubernetes knowledge). | | Offline Operation: Works 100% without an internet connection. | Limited Collaboration: No built-in "global" sharing unless you connect to an on-prem DB. | | Security: Integrates with Active Directory / LDAP. | Updates: You manage patches, not IBM. |
| Feature | IBM Watson Studio (Cloud/SaaS) | IBM Watson Studio Desktop | | :--- | :--- | :--- | | | Cloud-based (scalable clusters) | Local hardware (Workstation) | | Connectivity | Requires constant internet | Supports offline/disconnected work | | Data Residency | Data stored in cloud region | Data stays on local disk | | Collaboration | Real-time, multi-user native | Sync-based collaboration | | Primary User | Teams needing massive scale | Individual power users / Field work | ibm watson studio desktop