AI tools compared: the job, the pros, the cons, the recommendation

Twenty-four AI tools people keep mentioning, grouped by the job they do. For each one: what it is actually for, what it does well, where it falls short, and who we would recommend it to.

Search and research

Perplexity answers research questions from the web with sources cited. Gemini Notebook, formerly NotebookLM, answers strictly from documents you upload.

Meeting notetakers

Otter, Granola, Fireflies and Fathom compared. The real choice is whether a recording bot joins your call or not.

General-purpose AI assistants

ChatGPT, Claude, Gemini and Grok compared on tone, long documents and caution.

Agents, browsers, coding and creative tools

Manus, Comet, Atlas, Claude in Chrome, GitHub Copilot, Cursor, Claude Code, Antigravity, Kiro, ElevenLabs, Midjourney and Sora. See the plain-English guide and the AI tool audit.