Core strength
A full AI workspace with reusable workflows and stored context.
Search-first answer engine with citations and web retrieval.
Model strategy
Multi-provider BYOK access with comparison and routing potential.
Provider access is secondary to the search product experience.
Private knowledge
Knowledge base, memory, prompts, and local-first data ownership.
More centered on external search and hosted product flow.
Workflow depth
Prompt chains, MCP, artifacts, and longer-running systems.
Optimized for quick answer retrieval rather than multi-step execution.
Cost control
Visible BYOK usage economics and model-aware decisions.
Less tailored for direct provider-cost optimization across many models.
Ownership
Local-first storage, encrypted backups, BYOS sync.
Hosted product model.