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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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Rows
A
Elicit
S
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S
NotebookLM
S
TaglineSpreadsheets with AI + live integrations baked in.AI research assistant for academic literature.Edit video + podcasts by editing the transcript.Google's research notebook. Turns your docs into a podcast.
CategoryDataResearchVideoResearch
PricingFree + $19-$89/user/moFree + $12-$42/moFree + $16-$50/moFree
Best forOps teams, marketers, anyone building dashboards from multiple sources.Grad students, researchers, anyone doing literature reviews.Podcasters, course creators, anyone editing talking-head content.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
  • Searches 125M+ papers
  • Extracts + synthesizes findings across papers
  • Systematic review workflow
  • Edit audio/video by deleting text
  • Overdub (voice clone) for fixes
  • Strong collaboration + remote recording
  • 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
  • Academic-only
  • Can hallucinate citations — verify everything
  • Not a traditional NLE — some workflows awkward
  • Overdub ethics require care
  • Google-only
  • Can be slow on large corpora
Kai's verdictA-tier. The most interesting spreadsheet in years. Great for ops dashboards.S-tier for academic research. Nothing else comes close for systematic reviews.S-tier for content creators. Cuts editing time in half. Non-obvious but life-changing.S-tier for study. The Audio Overview is a killer feature. Try it with three of your favorite PDFs.
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