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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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GitHub Copilot
B
Ollama
S
Fathom
S
ChatGPT
S
TaglineMicrosoft/GitHub's autocomplete. Deep VS Code + JetBrains integration.Run LLMs locally. One-line install, GUI optional.Meeting notes, free forever for individuals.The default. Strongest ecosystem + best multimodal breadth.
Categorycodingdev platformmeetingchat
PricingFree (limited) + $10/mo Pro + $19/mo BusinessFree + open sourceFree for individuals + $15-$29/user/mo teamsFree + $20/mo Plus + $200/mo Pro
Best forTeams with GitHub already. Devs who don't want to change IDEs.Devs wanting offline/local LLMs for privacy or experimentation.Solo operators, freelancers, small teams on a budget.General use, voice chat, image generation, first-time AI users.
Strengths
  • Great enterprise story
  • Works in your existing IDE
  • Chat + autocomplete
  • Run Llama, Mistral, Qwen, etc. on your laptop
  • Simple CLI + API
  • Hardware-aware (picks the right quant)
  • Unlimited free tier for solo use
  • Strong summaries + action items
  • Works in Zoom, Meet, Teams
  • Great voice mode
  • Huge plugin/custom GPT ecosystem
  • Strong image generation (DALL-E built in)
  • Code Interpreter
Weaknesses
  • Less agentic than Cursor/Claude Code
  • Model quality varies
  • Needs beefy laptop for larger models
  • Speed way behind cloud APIs
  • Bot-joining model
  • Team features gated
  • Reasoning quality varies by mode
  • Can be verbose
  • Confabulates on niche facts
Kai's verdictB-tier. Solid for autocomplete but the category moved past it. Pick Cursor unless you can't.S-tier for local inference. If you care about privacy or want to tinker, install this today.S-tier for solo + free. The best free option, hands down.S-tier all-rounder. If you want one tool that does everything okay-to-great, this is it.
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