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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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Taskade
B
Gemini
A
DeepSeek
S
Replicate
S
TaglineAI project management with agents for each team.Google's answer. Best integrated with Workspace + free for a lot.Chinese open-weight powerhouse. Crazy cheap, genuinely smart.Run any open-source AI model with an API call.
Categoryproductivitychatchatdev platform
PricingFree + $8-$20/user/moFree + $20/mo Advanced (bundled with 2TB Drive)Free web + ultra-cheap API (~$0.14/M input tokens)Pay per second of compute
Best forSmall teams wanting AI baked into project management.Anyone already on Google, research tasks, summarizing long documents.Developers + cost-conscious builders. Anyone fine with self-hosting.Developers using open-source models (Flux, SDXL, Whisper, etc).
Strengths
  • Custom AI agents per project
  • Doc + tasks + kanban in one
  • Affordable for teams
  • Native Google Workspace integration
  • Very long context (1M+)
  • Deep Research feature
  • Free tier is generous
  • Open weights you can self-host
  • Strong reasoning + math
  • Near-free API pricing
  • DeepSeek-V3 / R1 are serious models
  • Tens of thousands of models (image, video, audio, LLMs)
  • One-line API for any model
  • Cog framework for custom model deploy
Weaknesses
  • Feature sprawl
  • AI agents need tuning to be useful
  • Writing quality trails Claude
  • Over-refusals on edge content
  • UI is cluttered
  • Data goes to servers in China — privacy concerns for business use
  • Chinese policy filters
  • English polish trails Western models
  • Cold starts on less-popular models
  • Pricing gets real at scale
Kai's verdictB-tier. Solid product but crowded market. Try it if Notion AI feels too generic.A-tier. The Deep Research feature is genuinely useful. Don't sleep on it if you're already paying Google.S-tier for price/performance. A-tier for consumer use. If you build apps, this is the budget pick.S-tier for open-source model APIs. The default in this space.
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