Start with the reason to change
You need a different assistant, workspace boundary, or connected-knowledge approach and can evaluate that job separately from Microsoft ecosystem adoption.
Current reference: Microsoft Copilot profile
Alternative product fits
General AI assistant
ChatGPT
A general OpenAI assistant surface is a credible candidate for the same bounded workplace tasks.
Verify: Exact product and model, workspace controls, connected tools, source behavior, retention, and task acceptance.General AI assistant
Gemini
Google-facing files, services, or account administration define an important comparison context.
Verify: Product surface, account type, model identity, source permissions, administrator controls, and regional availability.Workspace AI
Notion AI
The work begins and ends inside a Notion knowledge workspace.
Verify: Workspace permissions, connected sources, freshness, answer traceability, supported actions, and human review.Enterprise AI research and knowledge assistant
Glean Assistant
Permission-aware retrieval across approved enterprise systems is the central job.
Verify: Connector scope, identity propagation, source attribution, stale content, action controls, logs, and governance.Switching checklist
- State the job, users, source material, and acceptance checks before naming candidates.
- Run every candidate on the same permissioned inputs and record the exact product surface used.
- Score accepted outputs, critical failures, reviewer time, and workflow fit separately.
- Check current administration, retention, export, regional, and integration terms at the official source.
- Pilot with human approval and a rollback path before replacing the current workflow.
Sources checked
Open the original pages before relying on a time-sensitive product decision.