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Side-by-side: what they do, what they cost, what Kai actually thinks. Pass up to 4 tools via ?tools=claude,chatgpt,gemini.
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Coding
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Gemini
A
Aider
A
Runway
S
NotebookLM
S
TaglineGoogle's answer. Best integrated with Workspace + free for a lot.Terminal-based AI pair programmer. Git-aware, model-flexible.The pro's AI video tool. Gen-4 is the current bar.Google's research notebook. Turns your docs into a podcast.
CategoryChatbotsCodingVideoResearch
PricingFree + $20/mo Advanced (bundled with 2TB Drive)Free (open source) + whatever API you useFree + $15-$95/moFree
Best forAnyone already on Google, research tasks, summarizing long documents.Developers who want open-source tooling with full control.Marketing video, pitch decks, b-roll, creative shorts.Students, researchers, anyone with a stack of PDFs or a topic to learn.
Strengths
  • Native Google Workspace integration
  • Very long context (1M+)
  • Deep Research feature
  • Free tier is generous
  • Works in any terminal
  • Auto-commits changes with meaningful messages
  • Works with any model (Claude, GPT, local)
  • Minimal learning curve
  • Most mature video workflow
  • Character consistency via Act-One
  • Gen-4 quality is production-grade
  • Upload anything, ask questions, get cited answers
  • Audio Overview turns docs into a 10-min podcast
  • Great for studying
Weaknesses
  • Writing quality trails Claude
  • Over-refusals on edge content
  • UI is cluttered
  • Terminal-only
  • Less agentic than Claude Code
  • Setup on Windows is fiddly
  • Expensive at scale
  • Still needs post-editing
  • Google-only
  • Can be slow on large corpora
Kai's verdictA-tier. The Deep Research feature is genuinely useful. Don't sleep on it if you're already paying Google.A-tier. The right answer if you want open-source + terminal-native + model-agnostic.S-tier. Market leader with reason. Start here for serious video.S-tier for study. The Audio Overview is a killer feature. Try it with three of your favorite PDFs.
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