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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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Chatbots
Research
Coding
Image
Video
Voice
Meetings
Design
Productivity
Audio
Writing
Agents
Dev Platform
Data
Marketing
Education
Rows
A
Qwen
A
ChatGPT Operator
B
Replicate
S
TaglineSpreadsheets with AI + live integrations baked in.Alibaba's open chat model. Multilingual + agentic.OpenAI's browser agent. Clicks and types on websites for you.Run any open-source AI model with an API call.
CategoryDataChatbotsAgentsDev Platform
PricingFree + $19-$89/user/moFree web + APIIncluded with ChatGPT Pro $200/moPay per second of compute
Best forOps teams, marketers, anyone building dashboards from multiple sources.Vietnamese/Chinese content, SEA multilingual use, developers wanting open-weight tool-use.Power users willing to pay $200/mo for a browser bot.Developers using open-source models (Flux, SDXL, Whisper, etc).
Strengths
  • Pull live data from Stripe, Slack, Google Analytics, etc.
  • AI functions inside cells
  • Modern UX
  • Excellent Chinese + Vietnamese + SEA languages
  • Strong at tool-use + agentic workflows
  • Open weights (Qwen2.5, Qwen3)
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • Tens of thousands of models (image, video, audio, LLMs)
  • One-line API for any model
  • Cog framework for custom model deploy
Weaknesses
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
  • English quality behind Claude/GPT
  • Less well-known outside Asia
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Cold starts on less-popular models
  • Pricing gets real at scale
Kai's verdictA-tier. The most interesting spreadsheet in years. Great for ops dashboards.A-tier. The best open model for Vietnamese + Chinese. Don't sleep on it if you work in SEA.B-tier. Still early. Manus is more flexible for less money.S-tier for open-source model APIs. The default in this space.
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