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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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DeepSeek
S
Descript
S
Fathom
S
Replicate
S
TaglineChinese open-weight powerhouse. Crazy cheap, genuinely smart.Edit video + podcasts by editing the transcript.Meeting notes, free forever for individuals.Run any open-source AI model with an API call.
CategoryChatbotsVideoMeetingsDev Platform
PricingFree web + ultra-cheap API (~$0.14/M input tokens)Free + $16-$50/moFree for individuals + $15-$29/user/mo teamsPay per second of compute
Best forDevelopers + cost-conscious builders. Anyone fine with self-hosting.Podcasters, course creators, anyone editing talking-head content.Solo operators, freelancers, small teams on a budget.Developers using open-source models (Flux, SDXL, Whisper, etc).
Strengths
  • Open weights you can self-host
  • Strong reasoning + math
  • Near-free API pricing
  • DeepSeek-V3 / R1 are serious models
  • Edit audio/video by deleting text
  • Overdub (voice clone) for fixes
  • Strong collaboration + remote recording
  • Unlimited free tier for solo use
  • Strong summaries + action items
  • Works in Zoom, Meet, Teams
  • Tens of thousands of models (image, video, audio, LLMs)
  • One-line API for any model
  • Cog framework for custom model deploy
Weaknesses
  • Data goes to servers in China — privacy concerns for business use
  • Chinese policy filters
  • English polish trails Western models
  • Not a traditional NLE — some workflows awkward
  • Overdub ethics require care
  • Bot-joining model
  • Team features gated
  • Cold starts on less-popular models
  • Pricing gets real at scale
Kai's verdictS-tier for price/performance. A-tier for consumer use. If you build apps, this is the budget pick.S-tier for content creators. Cuts editing time in half. Non-obvious but life-changing.S-tier for solo + free. The best free option, hands down.S-tier for open-source model APIs. The default in this space.
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