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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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Claude Agent SDK
S
Manus
S
Fathom
S
ChatGPT Operator
B
TaglineAnthropic's SDK for building your own agents on Claude.Autonomous AI agent that actually finishes tasks.Meeting notes, free forever for individuals.OpenAI's browser agent. Clicks and types on websites for you.
CategoryAgentsAgentsMeetingsAgents
PricingAPI usage + SDK is freeFree tier + $39-$199/moFree for individuals + $15-$29/user/mo teamsIncluded with ChatGPT Pro $200/mo
Best forDevelopers building custom agents for their own company/product.People who want to hand off tasks entirely — trip planning, research, spreadsheet building.Solo operators, freelancers, small teams on a budget.Power users willing to pay $200/mo for a browser bot.
Strengths
  • Production-grade agent primitives
  • Built on Claude (best reasoning)
  • Full control — build exactly what you need
  • General-purpose agent — research, book, build, analyze
  • Parallel task execution
  • Web browsing + file creation + coding
  • Unlimited free tier for solo use
  • Strong summaries + action items
  • Works in Zoom, Meet, Teams
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
Weaknesses
  • Developer-only
  • You build the UI
  • Still hit-or-miss on complex multi-hour tasks
  • Can burn credits fast
  • Bot-joining model
  • Team features gated
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
Kai's verdictS-tier for builders. The right primitives. What Kai is built on under the hood.S-tier in the agent category. The first one I'd give to a non-technical friend.S-tier for solo + free. The best free option, hands down.B-tier. Still early. Manus is more flexible for less money.
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