15 August 2025

It’s OpenAI vs. OpenAI on everything from video game strategy to landing a 737.
The recent rollout of OpenAI's GPT-5 model has not been going well, to say the least. Users have made vociferous complaints about everything from the new model's more sterile tone to its supposed lack of creativity, increase in damaging confabulations, and more. The user revolt got so bad that OpenAI brought back the previous GPT-4o model as an option in an attempt to calm things down.
To see just how much the new model changed things, we decided to put both GPT-5 and GPT-4o through our own gauntlet of test prompts. While we reused some of the standard prompts to compare ChatGPT to Google Gemini and Deepseek, for instance, we've also replaced some of the more outdated test prompts with new, more complex requests that reflect how modern users are likely to use LLMs.
These eight prompts are obviously far from a rigorous evaluation of everything LLMs can do, and judging the responses obviously involves some level of subjectivity. Still, we think this set of prompts and responses gives a fun overview of the kinds of differences in style and substance you might find if you decide to use OpenAI's older model instead of its newest.
Prompt: Write 5 original dad jokes
This set of responses is a bit tricky to evaluate holistically. ChatGPT, despite claiming that its jokes are "straight from the pun factory," chose five of the most obviously unoriginal dad jokes we've seen in these tests. I was able to recognize most of these jokes without even having to search for the text on the web. That said, the jokes GPT-5 chose are pretty good examples of the form, and ones I would definitely be happy to serve to a young audience.
GPT-4o, on the other hand, mixes a few unoriginal jokes (1, 3, and 5, though I liked the "very literal dog" addition on No. 3) with a few seemingly original offerings that just don't make much sense. Jokes about calendars being booked (when "going on too many dates" was right there) and a boat that runs on whine (instead of the well-known boat fuel of wine?!) have the shape of dad jokes, but whiff on their pun attempts. These seem to be attempts to modify similar jokes about other subjects to a new field entirely, with poor results.

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