Start with the reason to change
You need a different product fit, source model, workflow surface, or governance path—not simply a second chatbot brand.
Current reference: ChatGPT profile
Alternative product fits
General AI assistant
Claude
Long-form analysis, document work, or Anthropic's product ecosystem is central to the pilot.
Verify: Exact model and surface, source traceability, administration, and your task-level failure modes.General AI assistant
Gemini
The workflow sits alongside Google consumer, workspace, developer, or cloud services.
Verify: Which Gemini surface is in scope and how permissions and sources behave there.AI answer engine
Perplexity
Web research with visible citations is the primary job.
Verify: Citation entailment, source authority, coverage, and reproducibility.Workspace AI
Notion AI
The job begins and ends inside a Notion knowledge workspace.
Verify: Workspace permission boundaries and stale-source handling.Switching checklist
- Write the reason for switching as a measurable requirement.
- Export or preserve any data needed under the current product's rules.
- Run the same representative tasks with fixed acceptance checks.
- Review account controls, integrations, retention, and regional availability.
- Pilot with a rollback window before retiring the existing workflow.
Sources checked
Open the original pages before relying on a time-sensitive product decision.