This week's release focuses on making plan exploration more visual, more data-driven, and more conversational. We improved the AI-generated Plan Preview experience for large-scale masterplan projects, moved key plan calculations earlier in the generation flow, and upgraded the AI Chatbot with stronger real estate planning knowledge, better interruption support, and more natural language understanding.
Smarter AI Chatbot for Planning Conversations
The AI Chatbot has been upgraded to better support real estate planning workflows.
Users can now ask more planning-related questions, interact with the AI more naturally, and interrupt the masterplan generation process when they need to adjust direction. This makes the AI experience feel less like a fixed form flow and more like a flexible planning assistant.
What's new:
- Expanded real estate planning knowledge— the chatbot can now respond to more questions related to master planning, land use, density, community planning, development strategy, and real estate project logic.
- Support for interruption during masterplan generation— users can interrupt the AI while a masterplan is being generated, instead of waiting until the full process is complete.
- More flexible user control— if users notice that the AI is going in the wrong direction, they can step in earlier and guide the output before too much time is spent.
- Stronger natural language understanding— users can describe their preferences in everyday language, and the AI can better understand the intended option or direction.
- Less reliance on rigid selections— users no longer need to follow only predefined choices. They can explain what they want in their own words, making the experience feel more natural and more human.
- Better support for exploratory workflows— the chatbot is now more useful during early-stage planning, where users may not yet know the exact settings they want but can describe goals, constraints, or planning ideas.
This upgrade makes the AI Chatbot more capable, more responsive, and more aligned with how users actually think during planning. It helps users move from questions to decisions faster, while still keeping them in control of the generation process.
More Accurate AI-Generated Plan Previews
Plan Preview now gives users a clearer and more realistic first impression of each generated masterplan.
We optimized the AIGC rendering flow behind the preview cards, especially for large masterplan-scale sites. Instead of showing a generic or abstract preview, the system now generates a more accurate visual representation of the actual plan logic, layout, and spatial character.
What's improved:
- More faithful masterplan rendering— preview images now better reflect the generated plan's actual layout, development pattern, open-space structure, and overall planning intent.
- Clearer visual communication— users can understand the difference between plan options directly from the home page, without needing to open every plan one by one.
- Better support for large sites— the rendering flow is now more suitable for masterplan-scale land parcels, where road hierarchy, green space, density distribution, and parcel organization need to be visually readable.
- More intuitive plan selection— preview cards now help users quickly identify which schemes look promising, saving time during early exploration.
- Stronger presentation value— generated previews feel closer to real planning outputs, making the product experience more polished and more credible for client-facing demos.
The result is a more visual-first workflow: users can scan generated plans not only by name or data, but also by the real spatial outcome each plan represents.
Plan Calculations Now Start Earlier
We also moved the core plan calculation process earlier in the AI generation flow.
Previously, users often had to enter a specific plan before the full data and metrics became available. Now, the system begins calculating key plan data right after the AI generates the plan concept, before the user opens the detailed plan page.
This creates a much smoother experience across both plan review and plan comparison.
What's improved:
- Less waiting after opening a plan— because calculations are already started in advance, users spend less time waiting for data to load when they enter a plan.
- More complete data in Compare view— users can now see more accurate plan metrics before deciding which plan to explore in detail.
- Better decision-making— users can compare options based on both visual previews and calculated plan data, making the selection process more confident and objective.
- Faster evaluation loop— instead of opening plans one by one and waiting for results, users can quickly narrow down the best options from the comparison page.
- More intelligent generation flow— the product now feels more proactive, with AI not only creating concepts but also preparing the data needed for evaluation ahead of time.
This change makes the overall workflow feel faster and smarter. Plan generation is no longer just about creating options — it also prepares the supporting data users need to judge those options immediately.
A More Visual, Data-Ready, and Conversational Planning Experience
Together, these updates make the early-stage planning workflow much more powerful.
Users can now see a more realistic AI-generated preview of each plan, compare more accurate plan data before opening a detailed scheme, and use the AI Chatbot to ask planning questions or adjust direction through natural language.
For large-scale masterplan projects, this is especially valuable. Users are often comparing multiple complex schemes with different land-use structures, density strategies, circulation systems, and open-space frameworks. By improving visual previews, data-readiness, and AI conversation quality, the product now gives users a stronger foundation for making fast and confident planning decisions.