Honest question: How many subs are you guys juggling right now? I work in data analytics (mostly SQL, Python, and messy visualization libraries), and I’ve reached a point of total paranoia with my workflow. For the longest time, I was ride-or-die with ChatGPT for cleaning scripts and complex queries. But recently, it started getting lazy. It would hallucinate libraries that were deprecated two years ago or give me a regex pattern that looked right but actually dropped 10% of my dataset silently. So, naturally, I developed trust issues. I subscribed to Gemini because my dev friend say it’s usually better at logic/reasoning and has that massive context window for dumping in documentation. But I don’t want to just rely on this one like I did with ChatGPT. Then I grabbed a Grok sub just to experiment myself which the most reliable one is. Fast forward to last week: I’m sitting there with three browser windows open, paying like $60+ a month, copy-pasting the exact same prompt into three different UIs just to cross-reference the Python code. If GPT says “A”, Gemini says “B”, and Grok says “C”, I have to play judge. It worked to spot errors, but it was tedious as hell and hurting my eyes (and my wallet). I started looking for a solution that could just aggregate this stuff and stumbled on this thing called Doraverse. I hadn’t really heard of them, but they have this “AI Parallel” feature that solved the specific headache I was having. Basically, you select your lineup (I usually keep GPT, Gemini, and Grok), type the prompt once, and they all generate answers in the side column, and you can switch to other model’s answer by selecting the result box in the chat. You can see the example below (I used a dummy dataset for testing purposes only.) https://preview.redd.it/to9hdca9namg1.png?width=3846&format=png&auto=webp&s=628ae0c4259e791d49726e6fff320962554055e3 https://preview.redd.it/lwt9xelhnamg1.png?width=3854&format=png&auto=webp&s=6b6911e8218dc4f22537557063f8d8d69101f633 https://preview.redd.it/jhflkdqlnamg1.png?width=3848&format=png&auto=webp&s=bbbbf6845c043967dfba8e23570b3b5db3870820 Why it’s actually useful for data tasks: The “diff” check: I don’t have to switch tabs. I can see immediately if one model is hallucinating a parameter. If 2 out of 3 models agree on the syntax, I trust that one. Window switching: It sounds lazy, but not having to Ctrl+C -> Alt+Tab -> Ctrl+V three times saves a ridiculous amount of mental energy when you’re deep in a debugging hole. Data security: They have SOC 2 Type II certification, so it ticks the box for me since I work with sensitive data The bad stuff (so you know I’m not shilling): It’s not perfect. I wish the UI could be truly parallel where the answers are put side-by-side in 3 columns (I guess they tried that but it might be too cramped for long answers). Also, they don’t always have the latest models the second they drop. For example, I noticed they were running Gemini 3 Pro, but the latest one is 3.1 Pro, and it wasn’t updated in the tool immediately. So if you need the version that was released 5 minutes ago, it might lag a bit. Anyway, I’m still on the free/trial usage exploring it to see if it sticks. Not sure if I’m gonna upgrade to their bigger plan yet until I push it a bit harder, but for anyone else suffering from trust issues with LLMs, this is quite a relief. submitted by /u/p4pkiing
Originally posted by u/p4pkiing on r/ArtificialInteligence