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Fathom
S
Elicit
S
OpenRouter
S
Ollama
S
TaglineMeeting notes, free forever for individuals.AI research assistant for academic literature.One API, every model. Pay-as-you-go, no subscriptions.Run LLMs locally. One-line install, GUI optional.
CategoryMeetingsResearchDev PlatformDev Platform
PricingFree for individuals + $15-$29/user/mo teamsFree + $12-$42/moPay per token — model-dependentFree + open source
Best forSolo operators, freelancers, small teams on a budget.Grad students, researchers, anyone doing literature reviews.Developers experimenting across models. Apps that want fallback logic.Devs wanting offline/local LLMs for privacy or experimentation.
Strengths
  • Unlimited free tier for solo use
  • Strong summaries + action items
  • Works in Zoom, Meet, Teams
  • Searches 125M+ papers
  • Extracts + synthesizes findings across papers
  • Systematic review workflow
  • 300+ models from one endpoint
  • Automatic fallbacks between providers
  • No subscription — just pay what you use
  • Run Llama, Mistral, Qwen, etc. on your laptop
  • Simple CLI + API
  • Hardware-aware (picks the right quant)
Weaknesses
  • Bot-joining model
  • Team features gated
  • Academic-only
  • Can hallucinate citations — verify everything
  • Slight markup over direct API
  • Some provider features not exposed
  • Needs beefy laptop for larger models
  • Speed way behind cloud APIs
Kai's verdictS-tier for solo + free. The best free option, hands down.S-tier for academic research. Nothing else comes close for systematic reviews.S-tier for model-shopping. I use this for every prototype before committing.S-tier for local inference. If you care about privacy or want to tinker, install this today.
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