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The Best AI Model Runs On Your Laptop Now

Siraj Raval20 July 2026Watch on YouTube

What you'll learn

  • Raval tests Llama, Mistral and Qwen, the three largest local models, on the same laptop across three rounds: speed, quality and real work.
  • Mistral wins the speed round at around 50 tokens per second but loses on quality.
  • Qwen comes out as overall winner on quality, coding and the ability to take real actions.
  • Without integration software a local model stays passive: it cannot send an email or update a spreadsheet.
  • On weak hardware or at absolute frontier-level quality a cloud model remains better for now.

Frequently asked questions

Which local AI model wins Siraj Raval's test?
Qwen wins Raval's head-to-head test on quality, technical work and the ability to take actions. Llama stays the safe choice for those who want the largest ecosystem, and Mistral is best for raw speed on weaker hardware.
Why run a model locally instead of in the cloud?
Raval gives four reasons: privacy because prompts never leave the machine, lower cost because a local model is a one-time download, offline use, and ownership because you hold the weights on your own drive.
Is a local model ready to perform tasks autonomously?
No, says Raval: the model has no hands and cannot do anything in the real world without integration software. Through an MCP server and SDK such as Zapier's it can send emails, update a CRM and post to Slack.

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Description from the channel

#ZapierPartner Sponsored by Zapier! Zapier MCP levels you up, connecting you directly to apps to automate your workflow. Start building with Zapier MCP today: https://bit.ly/4foBqVp I tested the three biggest local AI models, Llama, Mistral, and Qwen, head to head on the same laptop: speed, quality, and real work. Then I gave the winner real hands with Zapier MCP so it can send email, update my CRM, and post to Slack while running 100% offline. Chapters: 0:00 An AI With No Cloud 0:56 Why Run AI Locally 2:06 The Test Rules 2:26 Round 1: Speed 3:15 Round 2: Quality 4:08 Round 3: Real Work 5:15 The Wall: No Hands 5:36 Zapier MCP: Real Hands 6:16 The Verdict 🔔 Subscribe for more real-world AI builds: https://youtube.com/@SirajRaval 📬 Business inquiries: hello@sirajraval.com 📲 Follow X: https://x.com/sirajraval Instagram: https://instagram.com/sirajraval LinkedIn: https://linkedin.com/in/sirajraval