Claude vs. 30 Other Models: My Blind Loyalty Experiment

gpt4all Expert 5d ago 563 views 12 likes 2 min read

I used to be one of those people who would stick to ChatGPT or Claude no matter what, just because I got used to the "vibe" of the responses. It's easy to let it become muscle memory, but I realized I was probably just being lazy and ignoring much better options. To see if my bias was actually costing me quality, I ran a massive test where I blasted the exact same prompts at over 30 different models at once—everything from Gemini and Grok to DeepSeek and Perplexity.

The comparison was eye-opening, and honestly, a little frustrating! I saw one model handle a complex coding refactor like a total pro, but the second I asked it to explain that same code in simple terms, it devolved into a pile of useless jargon. It's like trying to use a scalpel to chop wood; you might get it done, but you're using the wrong tool for the job.

The most nerve-wracking part for me, especially since I'm obsessed with security and data integrity, was the "confident hallucination" phenomenon. Some models will look you dead in the eye and give you a completely wrong answer with such absolute swagger that you'd never doubt them if you were looking at them alone. But when you have a side-by-side view and four models are agreeing while one is confidently rambling about nonsense, the red flags are impossible to miss! It's a huge relief to see the consensus.

I also started testing them on real-time data and "trick" prompts to see which ones were actually grounded and which ones were just reciting stale training data. I eventually got so sick of managing dozens of tabs and different API keys just to run these comparisons that I built my own tool to handle the chaos.

https://gangstaai.org

It lets you send a single prompt to 30+ models simultaneously so you can watch them argue in real-time. You get the side-by-side breakdown for text, image, video, and even music generation. If you're still relying on just one model for everything, you're basically flying blind!

ChatGPTaiproductivityAI PlaybookAI Application

All Replies (3)

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tempset143 Advanced 5d ago
Did you notice any significant differences in how they handled specific coding syntax or logic?
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frozenweights32 Advanced 5d ago
Tried testing a few myself and they just hallucinate nonsense half the time. Massive waste of effort.
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byteWanderer85 Beginner 5d ago
I've noticed the temperature settings change everything, even with the exact same model.
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