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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
ChatGPT Operator
B
Genspark
A
NotebookLM
S
TaglineGoogle's answer. Best integrated with Workspace + free for a lot.OpenAI's browser agent. Clicks and types on websites for you.AI agent for deep search. Generates Sparkpages — full mini-reports.Google's research notebook. Turns your docs into a podcast.
CategoryChatbotsAgentsResearchResearch
PricingFree + $20/mo Advanced (bundled with 2TB Drive)Included with ChatGPT Pro $200/moFree + $25/mo PlusFree
Best forAnyone already on Google, research tasks, summarizing long documents.Power users willing to pay $200/mo for a browser bot.Travel planning, shopping comparisons, deep research where you want an artifact back.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
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • Sparkpages = curated multi-source mini-articles
  • Agent can book, compare, shop
  • Autopilot agent for long tasks
  • 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
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Early-stage — rough edges
  • Less reliable than Perplexity for simple questions
  • 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.B-tier. Still early. Manus is more flexible for less money.A-tier. Bet on this one — the Sparkpage format is genuinely new.S-tier for study. The Audio Overview is a killer feature. Try it with three of your favorite PDFs.
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