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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
Copy.ai
A
ChatGPT Operator
B
Groq
S
TaglineSpreadsheets with AI + live integrations baked in.AI GTM platform. Workflows for sales + marketing ops.OpenAI's browser agent. Clicks and types on websites for you.The fastest AI inference in the world. Crazy low latency.
CategoryDataMarketingAgentsDev Platform
PricingFree + $19-$89/user/moFree + $49-$249/moIncluded with ChatGPT Pro $200/moFree tier + pay-as-you-go API
Best forOps teams, marketers, anyone building dashboards from multiple sources.RevOps + marketing ops automating repetitive tasks.Power users willing to pay $200/mo for a browser bot.Developers who need sub-100ms LLM responses.
Strengths
  • Pull live data from Stripe, Slack, Google Analytics, etc.
  • AI functions inside cells
  • Modern UX
  • Workflow builder for GTM automations
  • CRM enrichment + outbound sequences
  • Scales better than ad-hoc prompts
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • 500+ tokens/sec on Llama/Mixtral — feels instant
  • Custom LPU hardware
  • Great free tier
Weaknesses
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
  • Overlaps with general chatbots
  • Workflow setup takes time
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Open-weight models only (no Claude/GPT)
  • Less flexibility on custom configs
Kai's verdictA-tier. The most interesting spreadsheet in years. Great for ops dashboards.A-tier for ops automation. B-tier for simple copy (use Claude).B-tier. Still early. Manus is more flexible for less money.S-tier for speed. When latency is the product, start here.
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