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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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Gemini
A
Elicit
S
ChatGPT Operator
B
Cursor
S
TaglineGoogle's answer. Best integrated with Workspace + free for a lot.AI research assistant for academic literature.OpenAI's browser agent. Clicks and types on websites for you.VS Code fork that made AI coding actually work.
CategoryChatbotsResearchAgentsCoding
PricingFree + $20/mo Advanced (bundled with 2TB Drive)Free + $12-$42/moIncluded with ChatGPT Pro $200/moFree + $20/mo Pro + $40/mo Business
Best forAnyone already on Google, research tasks, summarizing long documents.Grad students, researchers, anyone doing literature reviews.Power users willing to pay $200/mo for a browser bot.Developers. Non-developers who want to ship working code.
Strengths
  • Native Google Workspace integration
  • Very long context (1M+)
  • Deep Research feature
  • Free tier is generous
  • Searches 125M+ papers
  • Extracts + synthesizes findings across papers
  • Systematic review workflow
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • Tab completion feels like mind-reading
  • Composer for multi-file edits
  • Runs Claude, GPT, Gemini — you pick
Weaknesses
  • Writing quality trails Claude
  • Over-refusals on edge content
  • UI is cluttered
  • Academic-only
  • Can hallucinate citations — verify everything
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Can feel overwhelming for non-coders
  • Expensive at scale
Kai's verdictA-tier. The Deep Research feature is genuinely useful. Don't sleep on it if you're already paying Google.S-tier for academic research. Nothing else comes close for systematic reviews.B-tier. Still early. Manus is more flexible for less money.S-tier for coding. If you write code of any kind, this pays back the $20 in a day.
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