9 fake software brands, 18 queries to ChatGPT and Google AI Mode: zero hallucinations

raja314 · reddit · 2026-11-16

A Reddit user fabricated 9 software brand names (unfindable on Google) and asked ChatGPT and Google AI Mode each one's price and founder: 18 answers, zero invented. ChatGPT always said it couldn't verify existence and asked for a website; Google AI Mode said they don't exist and suggested similarly-named real products.

Testing 26 real companies on founding year and HQ: famous 19/20, mid-sized 14/14, lesser-known 14/18 — all 5 misses involved contradicting sources (e.g., Lexalytics HQ: ChatGPT cited LinkedIn saying Amherst vs Wikipedia's Boston), where models picked a side rather than making things up. On 8 SaaS pricing questions: 16/16 matched the headline price on vendor pages, with misses only on monthly-vs-annual toggles.

The author's takeaway: with internet access, both engines chose between conflicting sources instead of fabricating — a different scenario from what public hallucination scoreboards test (document summarization or deep questions without documents), which explains their wildly swinging numbers. Caveats: one day, one location, one correct answer per question.

Original post →

More from Models

Models channel →