AI Agent for Real Estate Visualization from Construction Plans I’m building a tool that automatically generates photorealistic visualizations of a new build or renovation from architectural plans and the construction specification — including a finished, clickable web exposé. The goal is to show the completed property based purely on planning documents before the first brick is laid. What it can do: - 📐 Plan Analysis: Reads PDF plans and the construction specification, then creates a verified “project dossier” as the single source of truth — areas, rooms per floor, apartment layout, materials, existing structure vs. new build. Areas are extracted deterministically from the plans, not guessed by the AI. - 🛰️ Geodata Accuracy: For existing buildings, it automatically retrieves Street View via Google Maps for the real façade, plus satellite imagery for the roof and surroundings. This helps match the actual building instead of inventing a generic lookalike. - 🖼️ Three Visualization Categories: Exterior views, interior views, and 3D floor plans for each apartment. - 📊 Accurate Floor Plans: 2D and 3D floor plans are rendered from the same deterministically extracted wall mask, ensuring they are perfectly aligned and true to scale. Pure image AI cannot reliably do this. - 🌐 Web Exposé: The final output is a finished, clickable exposé containing all views. Architecture: Built around the WAT principle — Workflows, Agents, Tools. The AI only handles orchestration and decision-making, while the actual execution is done through deterministic Python scripts. This keeps accuracy high, because every step left to the AI multiplies the potential error. Tech Stack: Claude Code as the agent, Gemini 3 Pro Image (Nano Banana Pro) for image generation, PyMuPDF for plan/PDF extraction, the Google Maps API for geodata, and Python + Pillow for deterministic geometry. Key lesson so far: Image AI can produce impressive individual images, but it cannot guarantee consistent geometry across multiple viewpoints. That’s why I extract hard geometric truth from the plans and provide it to the AI as a reference, instead of letting it interpret everything freely. True, freely rotatable 3D has intentionally been postponed — for now, the exposé is image-based.

Huge shoutout to the Top 5 Members of AI Automation Society for May! These are the people leading the way, sharing knowledge, and helping spread the AIS culture: 1️⃣ @Muskan Ahlawat – Back to back at #1 with a massive +7,418! 🔥 2️⃣ @Christian Rivadeneira – Top 5 AGAIN 🔥 3️⃣ @Frank van Bokhorst – Top 5 AGAIN 🔥 4️⃣ @Sam Alder – Top 5 AGAIN 🔥 5️⃣ @Shihab Sakif – Called it! Last month you just missed the Top 5, this month you broke through. 👏 And a special mention to @Chris Jadama, who takes 6th and just missed the Top 5. We're rooting for you to break through in June! 👏 Keep contributing, sharing wins, and helping others grow! Our community gets better because of you. Let's keep building, keep learning, and keep spreading that AIS energy. 🚀 Cheers, Nate P.S., @Yash Chauhan is an AIS community manager, so his points don't count towards this ranking.

Working in B2B for me this whole time, there has felt like there is so many unknowns. I often feel like I’m just drifting, rather than moving forward in a strict direction. I feel like I hear so many takes on things that when you put together, are completely counter intuitive. So for the successful b2b business owners, what was the journey like? Were you ever in my shoes? What kind of material did you consume to learn the ways of your section of the market, and how to navigate it?

Just joined AIS about a week ago, so wanted to introduce myself I’m Eman from Pakistan 🇵🇰 Been building AI automations, websites, and client systems for the past couple years using: ⚡ n8n ⚡ GoHighLevel (workflows, funnels, snapshots) ⚡ ChatGPT, Claude & Gemini ⚡ Cursor AI, Windsurf, Qoder AI, Trae.ai & Antigravity AI ⚡ Python + JavaScript Right now I’m focused on building AI agents and automation systems that solve real business problems. Excited to be part of AIS and connect with more builders here Looking forward to connecting with more builders and creating cool AI stuff together

Here's why you should attend: Over two days at AIS Live, every speaker is someone actively earning from AI services, and they show their actual work. The real projects they sell, how they get clients, the numbers behind it. It just opened to the public, and right now you can save $50. But only through Sunday: -> Go here for details: https://app.aiautomationsociety.ai/ais-live/register/