Compare AI tools

	Devin A	Gamma A	NotebookLM S	Perplexity S
Tagline	Cognition Labs' autonomous coding engineer.	AI slide decks that don't look AI-generated.	Google's research notebook. Turns your docs into a podcast.	AI search done right. Cited answers, not chat theater.
Category	Agents	Productivity	Research	Research
Pricing	$500/mo	Free + $10-$20/mo	Free	Free + $20/mo Pro
Best for	Engineering teams offloading tickets. Ops/platform work.	Pitch decks, proposals, internal presentations — fast.	Students, researchers, anyone with a stack of PDFs or a topic to learn.	Replacing Google for any question where you want a cited answer in seconds.
Strengths	Works like an engineer — takes Slack tasks, opens PRs Handles multi-hour engineering work Reports back with what it did	Strong templates Decks, docs, webpages Doesn't look generic	Upload anything, ask questions, get cited answers Audio Overview turns docs into a 10-min podcast Great for studying	Sources every claim Fast, current answers Pro Search runs multi-step research Spaces for persistent context
Weaknesses	Expensive Best for well-scoped tasks Not for solo hobbyists	Locked into Gamma's format Export quality varies	Google-only Can be slow on large corpora	Not a general chatbot Answers can be shallow on complex topics
Kai's verdict	A-tier for the right use case. Not for solo devs. If you manage engineers, try one license.	A-tier. Best of a boring category. Use it for first drafts, then edit in Keynote if high-stakes.	S-tier for study. The Audio Overview is a killer feature. Try it with three of your favorite PDFs.	S-tier for search. I use it before Google now. If you're still Googling everything, try this for a week.
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