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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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Dev Platform
Agents
Voice
Video
Audio
Research
Coding
Chatbots
Image
Meetings
Design
Productivity
Writing
Data
Marketing
Education
ChatGPT Operator
B
Luma Dream Machine
A
MagicSchool
S
NotebookLM
S
TaglineOpenAI's browser agent. Clicks and types on websites for you.Smooth, cinematic motion. Image-to-video specialist.AI platform built for teachers. Lesson plans + IEPs + admin.Google's research notebook. Turns your docs into a podcast.
CategoryAgentsVideoEducationResearch
PricingIncluded with ChatGPT Pro $200/moFree + $10-$500/moFree + $100/yr Plus + school plansFree
Best forPower users willing to pay $200/mo for a browser bot.Photographers animating stills, cinematic b-roll.Teachers prepping materials. School districts.Students, researchers, anyone with a stack of PDFs or a topic to learn.
Strengths
  • Actually uses websites — fills forms, clicks, checks out
  • Built into ChatGPT
  • Good for repetitive web tasks
  • Best image-to-video in the category
  • Great camera motion control
  • Ray 2 model produces striking shots
  • 60+ teacher-specific tools
  • Generous free tier
  • FERPA + COPPA compliant for schools
  • Upload anything, ask questions, get cited answers
  • Audio Overview turns docs into a 10-min podcast
  • Great for studying
Weaknesses
  • Slow vs doing it yourself
  • Breaks on complex auth flows
  • $200/mo gate
  • Prompt fidelity below Runway
  • Queue times on free tier
  • Teacher-only focus
  • Less useful for students
  • Google-only
  • Can be slow on large corpora
Kai's verdictB-tier. Still early. Manus is more flexible for less money.A-tier. Best for cinematic image-to-video. Pair with Runway for coverage.S-tier for teachers. If you teach K-12, start here this week.S-tier for study. The Audio Overview is a killer feature. Try it with three of your favorite PDFs.
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