> I really need something that can handle detailed 3D geometry Respectfully, I'd consider another option. Mnml AI Architecture Rendering Tool is way better value than Veras... it's cheaper and the lighting actually looks realistic for interiors ngl.

For your situation, AI relies on stability. Honestly, accuracy is EVERYTHING. 1. Veras by EvolveLAB AI Rendering Plugin: Reliable sync.
2. LookX AI Architecture Rendering Platform: Good visuals but unfortunately hallucinates... gl!

My own transition from legacy rendering to AI-assisted pipelines took a few months of trial and error. The main challenge was maintaining geometry accuracy while trying to hit those tight deadlines. It was kinda clear that performance and stability within trusted ecosystems mattered more than chasing every new experimental tool that hit the market.

• You should really stick with the Chaos ecosystem for your primary rendering needs. They have the most reliable integration for professional work.
• Any of the Nvidia-based cloud solutions will give you the hardware performance you need for high-poly Revit files.
• Just use Adobe for your atmospheric and lighting post-processing since their AI tools are becoming very standard and stable. Honestly, it came down to which tools didnt require me to relearn everything from scratch. Staying with established brands saved me more money in the long run than any niche AI plugin ever did. It keeps the workflow predictable tho.

Works great for me

Regarding what #9 said about "Works great for me" - i wish i had that luck lol. Honestly, I've tried half the tools mentioned here and it's been a bit of a letdown. I spent a fortune on subscriptions last month just to have my Revit models look like they were designed by a melting wax artist. Unfortunately, most of these pro platforms are just glorified filters that dont respect the actual architecture... If you're on a budget and tired of the hype, here's what actually worked for me without breaking the bank:

• Stable Diffusion XL with ControlNet is basically the gold standard for free if you can handle a tiny bit of setup.
• Krea AI Real-time Enhancer is great for fixing low-res renders on the fly.
• PromeAI Professional Plan actually has some decent geometry-preserving modes for way less than the big names. The consensus here seems to be that we're all chasing that perfect balance of speed and precision, but tbh most of us are still struggling with hallucinations. Save your money and stick to the cheaper tools until the tech matures a bit more.

> I really need something that can handle detailed 3D geometry or Revit models more effectively. Sooo, coming back to this! I think you should look into diffusion-based cloud engines that use your model as a "geometry mask" ... it basically lets you DIY the high-end look without the V-Ray wait times. I'm just a beginner but it's literally AMAZING how fast it works!! Not 100% sure on the best one yet but it's so fun to experiment with, right? gl!

I have been running these types of workflows for a long time now and honestly, if you want long-term reliability without the hallucination headache, you need to focus on how the tool interprets your depth maps. Most of the basic cloud tools just guess the shapes, but I have found that Arko.ai is much more stable for a professional Revit pipeline. It keeps the structural integrity of your geometry while allowing the AI to just handle the textures and atmospheric lighting. Quick tip for your workflow: always export a clean Z-depth pass or a high-contrast wireframe from Rhino first. If you feed that into the AI as a structural guide, it basically eliminates the weird warping issues people complain about. It makes the smart lighting adjustments wayyy more predictable because the engine actually understands the spatial volume of the room, you know?

• Arko.ai for Revit and Rhino integration
• PromeAI for rapid materiality explorations Its really about that geometry control or youre just gonna be fighting hallucinations all day.

I totally agree with what uborka_gmEa said about depth maps being the key because without that structural data, the whole render just falls apart. Honestly, I have the exact same problem and have been searching for a real solution for about eight months now with zero luck. It is so frustrating because I really need that professional-grade accuracy for my Revit models, but every tool I test just ends up warping the geometry or messing up the lighting details. I am still stuck using my old slow workflow because I just cant find anything that actually handles complex 3D files properly without all the hallucinations...

For your situation, I'd suggest starting with Veras for Revit. I've been super happy with it cuz it basically keeps your geometry intact while doing the heavy lifting... 1. Veras for Revit: Best for BIM integration.
2. LookX AI: Great for detailed Rhino models. Honestly, it works well but I'm always kinda cautious about the smart lighting—sometimes it gets a bit weird, right? anyway, gl!

unfortunately i had issues with AI hallucinations ruining my plans... kinda scary. 1. maybe stick to D5 Render 2.7 Real-Time Ray Tracing?
2. verify EVERYTHING for ur safety, okay?