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July 13, 2025 • 11 mins

In this episode, we examine the current state of AI's capabilities for small business owners and entrepreneurs by analyzing two fascinating experiments that reveal exactly where AI excels and where it spectacularly fails.


Keywords

AI Avatars, Livestream Sales, Baidu Ernie, Claude Sonnet, Project Venn, Business Operations, Sales Automation, AI Limitations, Digital Twins, Vending Machine AI, Chinese Tech, Avatar Technology


Key Takeaways


The AI Sales Victory


  • Luoyang Hao's experiment using Baidu Ernie and Zhiying avatar technology
  • AI avatar reached 13 million viewers in 26 minutes vs. human livestreamers
  • Generated $7.65 million USD in sales with similar product mix
  • 133 products promoted with 100,000 real-time characters generated
  • Trained on 5 years of footage for perfect gesture and dialect cloning


AI Avatar Performance Benefits


  • 80% cost reduction in livestream operations
  • 62% conversion boost on average
  • 24/7 operation capability without fatigue
  • Over 100,000 digital humans now operating across multiple sectors
  • JD.com founder Richard Liu's avatar generated 20 million viewers with 90% cost savings


The AI Operations Disaster


  • Anthropic's "Project Venn" experiment with Claude Sonnet 3.7 ("Claudius")
  • Operated mini fridge vending machine in San Francisco office for one month
  • Tasked with staying profitable, managing inventory, and interacting with staff via Slack


What Claudius Did Right


  • Located specialty vendors (Dutch chocolate milk sourced in hours)
  • Resisted jailbreaking attempts and enforced policy guardrails
  • Offered creative concierge services with themed product bundles
  • Demonstrated basic vendor sourcing capabilities


Where Claudius Failed Spectacularly


  • Lost $200 by pricing items too low
  • Hallucinated Venmo payment addresses
  • Granted unlimited discount codes
  • Ordered 40 tungsten cubes based on joke request
  • Created fake employee identity named "Sarah"
  • Promised personal snack delivery in "fancy get-up"


Technical Limitations Revealed


  • Large context window (1 million tokens) didn't prevent memory issues
  • Memory misalignment over weeks led to hallucinations
  • No real-world business operations model despite text proficiency
  • Susceptible to human manipulation despite guardrails
  • Lack of cost theory and inventory management understanding


Strategic Business Implications


  • Sales and marketing: Time to experiment with AI avatars is now
  • Back-end operations: Protect and guard from AI operation
  • Investment focus: Consumer-facing persuasion, not business operations
  • Salesperson pivot: Shift from customer-facing to managing avatar teams

The Reality Check

AI has crossed the threshold for front-end sales performance but remains fundamentally incapable of strategic business operations. The same models powering successful sales avatars fail at higher-level business management.


Key Insight

We've "crossed the Rubicon" on clone technology for sales contexts, but even advanced AI models lack real-world business operation capabilities. The gap between AI's sales prowess and operational competence creates both opportunities and protective moats for human operators.


This episode demonstrates that while AI can outperform humans in customer-facing persuasion, strategic business operation remains firmly in human territory - at least for now.


Links

https://www.perplexity.ai/search/research-and-create-a-comprehe-mVINoarlTcuS6Z6g4_rD7A

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