Provider flexibility
Claude plus many other providers in one place.
Anthropic-first environment.
Workflow depth
Prompt Chains, memory, MCP, and artifacts extend beyond basic chat.
Excellent chat experience, but narrower workspace structure.
Document workflows
Knowledge base and retrieval workflows stay inside a broader local-first workspace.
Strong context handling, but less focused on your own local-first document system.
Cost control
Track and compare model usage across providers.
Less useful when your strategy spans multiple vendors and pricing tiers.
Ownership
Local-first storage, encrypted backups, BYOS sync.
Hosted vendor environment.
Best use
A full AI workspace for power users.
A polished home for Anthropic-first chat.