Reviewers consistently say Alice becomes a daily work tool because it puts multiple AI models, assistants, and shortcuts in one place, cutting window switching and speeding up routine tasks. People especially value customization: snippets, skills, webhooks, documents, OCR, and automations let them shape it to their workflow, from writing and marketing to task management and private automation. Several note it is easy to start with basic chat and grow into advanced use. The only clear drawback mentioned is the lack of direct PDF upload.