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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
Ask YouTube
A
Galileo AI
B
Replicate
S
TaglineAI project management with agents for each team.YouTube's Gemini-powered conversational search lets you ask natural language questions and get answers drawn from videos, Shorts, and the web — without ever leaving the platform.Prompt to UI design. Figma-ready outputs.Run any open-source AI model with an API call.
CategoryProductivityResearchDesignDev Platform
PricingFree + $8-$20/user/moIncluded with YouTube Premium ($13.99/mo); expanding to some free usersFree trial + paid plansPay per second of compute
Best forSmall teams wanting AI baked into project management.YouTube heavy users who want to discover content through conversation rather than keyword guessing, especially for learning, research, or planning-style queries.Designers brainstorming first drafts.Developers using open-source models (Flux, SDXL, Whisper, etc).
Strengths
  • Custom AI agents per project
  • Doc + tasks + kanban in one
  • Affordable for teams
  • Searches across long-form videos, Shorts, and text in a single conversational query
  • Draws on real-time data from both YouTube content and the broader web
  • Deeply integrated into YouTube's existing search bar — zero context-switching required
  • Supports follow-up/refinement questions within the same session
  • Powered by Google Gemini, the same LLM backbone as Google's AI Mode in Search
  • Prompt-to-UI with real layouts
  • Exports to Figma
  • Faster than hand-designing from scratch
  • 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
  • Still a limited test — US Premium subscribers only, with no firm global timeline
  • Raises real creator-traffic concerns: AI answers may reduce clicks to actual videos
  • No standalone value — entirely dependent on having a YouTube Premium subscription
  • Output needs designer polish
  • Pricing unclear / changes often
  • 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 genuinely interesting evolution of video search that could make YouTube feel more like a knowledge engine, but it's still early-stage, US-locked, and paywalled behind Premium — watch this space rather than rerouting your workflow around it yet. (Verdict pending Phi's full review.)B-tier. Useful for first drafts. v0 is the better bet for shipping code.S-tier for open-source model APIs. The default in this space.
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