I was checking factual information on some points about the similarities between the progressive reaction to today’s technological age and the progressive reaction to the Gilded Age for a recent post. A simple AI inquiry: “Did the Gilded Age see the greatest leap in living standards in history?” Google qualified the statement with “it’s debated because it also featured severe poverty and extreme wealth inequality.” The summary goes on to spell out social costs of deep inequality, crowded cities, and harsh labor:

The Gilded Age is generally thought to have begun with the completion of the Transcontinental Railroad in 1869 and extended to WWI.

These qualifiers seemed strange first because I didn’t mention social conditions, just the economic advancement, and they’re at odds with the rest of the summary. In the next sentence, after it mentions the inequality and poverty, it states that real wages for nonfarm workers grew by about 53%. It goes on to confirm the Gilded Age’s Leap: with falling prices, things became more affordable to the average person, life expectancy went up, and the new technologies transformed daily life.

Adding in downbeat notes seems at odds with the rest of the findings. If things were so awful, why did millions leave farms, or come from other nations? People don’t migrate to have less. With all those people coming to our cities to take higher-paying jobs, of course there’s a housing shortage.  

Curious, I put the same statement to Microsoft’s Copilot. Its conclusion: The Gilded Age produced the fastest sustained improvement in material living conditions ever recorded for a large population,” confirmed my understanding. Yet it had to echo Google about inequality and bad labor conditions, while adding corruption and racial divisions. “Jim Crow hardened, immigration tensions rose, Native Americans suffered catastrophic losses.” But all of these problems existed before the Gilded Age. What did the Gilded Age have to do with Jim Crow? Again, these nuances are at odds with the rest of the summary.

My curiosity about AI adding extraneous and contradictory information was further piqued when I wondered about the widespread Genocide accusation leveled against Israel. In the modern world, the concept of Genocide goes back to approximately 60% to 65% (or roughly 1.5 million out of an estimated 2 to 2.5 million) of the Armenian population in the Ottoman Empire who died during the Armenian Genocide between 1915 and 1923.