Compare AI tools

	ChatGPT Operator B	Fathom S	Ollama S	Rows A
Tagline	OpenAI's browser agent. Clicks and types on websites for you.	Meeting notes, free forever for individuals.	Run LLMs locally. One-line install, GUI optional.	Spreadsheets with AI + live integrations baked in.
Category	agents	meeting	dev platform	data
Pricing	Included with ChatGPT Pro $200/mo	Free for individuals + $15-$29/user/mo teams	Free + open source	Free + $19-$89/user/mo
Best for	Power users willing to pay $200/mo for a browser bot.	Solo operators, freelancers, small teams on a budget.	Devs wanting offline/local LLMs for privacy or experimentation.	Ops teams, marketers, anyone building dashboards from multiple sources.
Strengths	Actually uses websites — fills forms, clicks, checks out Built into ChatGPT Good for repetitive web tasks	Unlimited free tier for solo use Strong summaries + action items Works in Zoom, Meet, Teams	Run Llama, Mistral, Qwen, etc. on your laptop Simple CLI + API Hardware-aware (picks the right quant)	Pull live data from Stripe, Slack, Google Analytics, etc. AI functions inside cells Modern UX
Weaknesses	Slow vs doing it yourself Breaks on complex auth flows $200/mo gate	Bot-joining model Team features gated	Needs beefy laptop for larger models Speed way behind cloud APIs	Not a full Excel replacement for heavy users Integrations best on paid tiers
Kai's verdict	B-tier. Still early. Manus is more flexible for less money.	S-tier for solo + free. The best free option, hands down.	S-tier for local inference. If you care about privacy or want to tinker, install this today.	A-tier. The most interesting spreadsheet in years. Great for ops dashboards.
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