What improvements should a general user (non student, non coder, non artist) of Gemini expect from V3?

I’ve tested the usual features such as general prompts, canvas, Nano Banana, Gems, Personal content, the AI studio, created silly apps, and used NotebookLM. They are all amazing.

But, I’m not a coder, or a gamer, student, or need math help, and I don’t really need too many silly Images (a few is great). I get it to help with polishing up an email or adding improvements to raw meeting notes, or general writing suggestions. Summaries of news and Reddit posts are also useful.

The thing is though is that all this was pretty good w/ V2. Am curious to find out what general users like myself are seeing in V3 that show proof of improvement over V2.

I was thinking that I wish I had saved more V2 prompt results and then run them against V3, but, I noticed that even on V2, just asking the same prompt can return different results so its not easy to do a side by side comparison.

So, checking in to see if I’m missing something or should be looking at features or functions I’ve missed because although pretty impressive, V3 isn’t looking much better than V2. V2 was already pretty good.

Thanks.