We compare your priorities with a maintained capability matrix covering native features, integrations, practical limitations and free-plan access. Specialist tools receive extra weight only when their specialty matches your main goal.

Current research notes: NotebookLM was renamed Gemini Notebook in July 2026; we keep the familiar name here. Consumer Copilot Deep Research was retired on 18 August 2026. Recommendations are guidance, not a benchmark ranking.