►EXECUTIVE SUMMARY AI CAN'T DO A QoE — AND I'M AN ENGINEER WHO WANTED IT TO: Undergrad engineer, content marketer, board member of a company that tried to rebuild QoE with AI. It didn't work. I have every incentive to want the QoE button — it would strip massive cost out of my business. 80% RIGHT IS FINE FOR A BOOK SUMMARY, FATAL FOR A PERSONAL GUARANTEE: AI is the three-page summary of a 250-page book. Great for coffee-table conversation. Terrible when you're signing a million-dollar personally guaranteed note on the answer. FALSE POSITIVES ARE THE KILLER, NOT WRONG ANSWERS: When my team runs AI output against work we've done by hand, the numbers don't match. It looks clean, it looks accurate, and it's wrong — that's worse than obviously broken. MOST "AI QoE" TOOLS ARE EXIT STRATEGIES, NOT PRODUCTS: Founders building to sell have to tell the lie that the machine can do a quality of earnings. It's fantasy dressed up as a demo. Don't believe those lies. USE AI ON THE FRONT END, NOT THE VERDICT: Cleaning messy financials, first-pass questions, prep work — perfect. Deciding whether to wire the money — that's still a human with 16 years of scar tissue.