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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
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Meetings
Design
Productivity
Audio
Writing
Agents
Dev Platform
Data
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Rows
A
Devin
A
DALL-E 3
B
NotebookLM
S
TaglineSpreadsheets with AI + live integrations baked in.Cognition Labs' autonomous coding engineer.OpenAI's image model. Built into ChatGPT Plus.Google's research notebook. Turns your docs into a podcast.
CategoryDataAgentsImageResearch
PricingFree + $19-$89/user/mo$500/moIncluded with ChatGPT Plus $20/moFree
Best forOps teams, marketers, anyone building dashboards from multiple sources.Engineering teams offloading tickets. Ops/platform work.ChatGPT Plus users who want images without paying extra.Students, researchers, anyone with a stack of PDFs or a topic to learn.
Strengths
  • Pull live data from Stripe, Slack, Google Analytics, etc.
  • AI functions inside cells
  • Modern UX
  • Works like an engineer — takes Slack tasks, opens PRs
  • Handles multi-hour engineering work
  • Reports back with what it did
  • Excellent prompt understanding
  • Built into ChatGPT — no extra subscription
  • Good at composition + concepts
  • Upload anything, ask questions, get cited answers
  • Audio Overview turns docs into a 10-min podcast
  • Great for studying
Weaknesses
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
  • Expensive
  • Best for well-scoped tasks
  • Not for solo hobbyists
  • Aesthetic ceiling below Midjourney + Ideogram
  • Text rendering worse than Ideogram
  • No fine control
  • Google-only
  • Can be slow on large corpora
Kai's verdictA-tier. The most interesting spreadsheet in years. Great for ops dashboards.A-tier for the right use case. Not for solo devs. If you manage engineers, try one license.B-tier standalone, A-tier value if you already pay ChatGPT. Don't pay for it separately.S-tier for study. The Audio Overview is a killer feature. Try it with three of your favorite PDFs.
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