(Credit:Zain bin Awais/PCMag Composite)
OpenAI has had a whirlwind 2025, releasing GPT-5 in August and GPT-5.1 in November, along with a string of other updates. Now, GPT-5.2 has arrived, with OpenAI once again claiming it's the smartest and most capable version of ChatGPT yet. Based on my testing, however, most people aren't going to notice much of a difference, if any. Here’s what you can expect.
Why GPT-5.2 Arrived So Quickly
GPT-5.2 is the latest version of ChatGPT’s flagship 5-series of large language models (LLMs). This series encompasses Instant and Thinking models. Instant is the model to use for chatting and web searches, while Thinking is best for more complicated requests. The default models for all ChatGPT users (even free ones) are now GPT-5.2 Instant and Thinking, replacing GPT-5.1 Instant and Thinking.
If it sounds strange that GPT-5.2 arrived less than a month after GPT-5.1, you're not wrong. OpenAI CEO Sam Altman recently declared a “code red” at the company, ordering employees to focus on immediate improvements to ChatGPT. This comes after the recent release of Gemini 3, which beat ChatGPT in various benchmarks and offers superior image generation (pending my evaluation of the new ChatGPT Images model). Meanwhile, Anthropic's Claude continues to improve rapidly. In short, I believe OpenAI yanked GPT-5.2 out of the oven well before it was fully cooked, just to make it seem as if it was keeping up with the competition.
(Credit: OpenAI)What new features does GPT-5.2 have? None, really. Rather, OpenAI promises a suite of under-the-hood performance upgrades that add up to a more responsive, smarter ChatGPT. Specifically, OpenAI advertises GPT-5.2 as being better at building presentations, completing complex projects, creating spreadsheets, perceiving images, understanding long contexts, and using tools. OpenAI posted a series of benchmarks showcasing the gains of GPT-5.2 over its competitors and predecessor. Bigger numbers are always better, but they don’t necessarily amount to improvements that most users can actually appreciate.
What's Actually New in GPT-5.2?
Testing chatbots and identifying improvements is a delicate task, as there’s significant variability in their responses. They can excel at one thing and struggle with another very similar thing. Furthermore, you might get an excellent response to a prompt and get a worse one if you send that prompt again. Another complication is that OpenAI's 5-series of LLMs already performs as well as or better than competing ones.
Keeping all that in mind, I don't notice much of a difference with GPT-5.2. I’m not a coder or a scientist, but whether I was analyzing images, asking questions about complicated topics, creating presentations or spreadsheets, trying to solve math problems, or using ChatGPT’s Agent, the performance and results were very similar to those of GPT-5.1.
For example, I asked both GPT-5.1 and GPT-5.2 to make me a spreadsheet of the last five Prime Warframes released for the video game Warframe, including the items (relics) necessary to acquire them. Their responses showcased some of the biggest differences across all of my testing: GPT-5.1 mistakenly included a Warframe that wasn’t among the five most recent, whereas GPT-5.2 did not. Still, GPT-5.1 fixed the problem after I pointed it out in a follow-up prompt.
Overall, however, the response quality of the two models was similar, as evidenced by my request to GPT-5.1 and GPT-5.2 to identify components in my PC based on an uploaded image. GPT-5.2’s response was slightly more detailed, but both it and GPT-5.1 misidentified things and were vague with many of their identifications. This sort of roughly equal performance is what I noticed in most instances, regardless of the particular aspect I was evaluating. I had a similar experience when comparing GPT-5.1 and GPT-5. I often had to refer to the model selector to remind myself which version I was using.
GPT-5.2 Shines Mostly for Niche Power Users
To reiterate, I’m not a coder, a scientist, or an executive who makes major decisions for a business. Chances are that most ChatGPT users don’t fall into these categories either. However, if you do have a more complicated or ultra-specialized use case for ChatGPT, you might find GPT-5.2 more exciting.
For example, CEO of Windsurf Jeff Wang calls GPT-5.2 “the biggest leap for GPT models in agentic coding since GPT-5” and notes that the “version bump undersells the jump in intelligence.” CEO of Triple Whale, AJ Orbach, sees “dramatically lower latency” and “much stronger tool calling” with GPT-5.2, no longer needing “sprawling system prompts because 5.2 will execute cleanly off a simple, one-line prompt.” OpenAI quotes these executives in its blog post, so this might well be mere marketing. Still, if you scroll through GPT-5.2 mentions on X, for example, you will find many people with niche use cases who are happy with GPT-5.2.
By the same token, though, many online have expressed disappointment with GPT-5.2. OpenAI’s benchmarks show relatively minor gains with GPT-5.2, after all. So, even the coders, scientists, or anyone who could take advantage of theoretical performance advances still might not notice a world of difference.
Price vs. Payoff: Is GPT-5.2 Worth It?
Although it's true that model updates don’t have to impact all or even the majority of users to be worthwhile, updates for other chatbots usually feel more meaningful. For example, Gemini’s Nano Banana Pro model clearly outperforms the original in AI image generation and editing tasks. That's something that most people can test for themselves and verify, whereas GPT-5.2's changes feel comparatively lackluster and more vague.
If you pay for ChatGPT, there's no reason not to use GPT-5.2. If you're a free user, you have no choice. But that's all fine since a shiny new version number means it must be better, right? Meanwhile, if you’re a programmer or use ChatGPT as part of your business, it’s worth exploring more seriously. Just note that you will have to stomach the 40% increase in price (per million tokens) with GPT-5.2 versus GPT-5.1.
Disclosure: Ziff Davis, PCMag's parent company, filed a lawsuit against OpenAI in April 2025, alleging it infringed Ziff Davis copyrights in training and operating its AI systems.


