AI-Orchestrated 3D Reconstruction, Floorplans, Props & Immersive Scenes
By LLM4IW
Modern 3D content creation faces critical bottlenecks that prevent widespread adoption and scalability across industries. Organizations struggle with workflows that remain stubbornly manual and resource-intensive.
Manual workflows require weeks of painstaking work from capture to final deployment
Demands specialized photogrammetry experts, 3D artists, and CAD engineers
Separate disconnected tools for scanning, modeling, textures, lighting, and deployment
Businesses across retail, training, real estate, and cultural sectors are demanding immersive digital experiences. Consumer expectations have evolved—they want to explore, interact, and engage with spaces and products in three dimensions.
The appetite for XR content has never been stronger, yet supply remains critically constrained.
Current workflows simply cannot scale. Brands with hundreds of retail locations cannot afford to digitize each space. Museums cannot replicate their exhibits virtually. Real estate developers cannot provide interactive walkthroughs for every property.
The tools exist, but the process remains a luxury reserved for high-budget projects.
DXE fundamentally reimagines how immersive digital environments are created. Rather than requiring teams of specialists and weeks of manual labor, our AI-orchestrated pipeline transforms simple video captures into complete, interactive 3D experiences in minutes.
Automatically generated vectorized layouts with precise measurements
Complete architectural shells with realistic surface materials
Contextually appropriate furniture and objects placed intelligently
HDR illumination that adapts to architectural characteristics
Browser-ready environments accessible on any device
The power of DXE lies in its end-to-end automation. A single monocular video or LiDAR scan serves as the only required input. From that single capture, our multimodal AI pipeline orchestrates every subsequent step—reconstruction, semantic understanding, asset generation, lighting, and deployment.
No manual modeling. No texture painting. No lighting setup. Just instant, deployment-ready immersive experiences.
Our technology stack represents a carefully orchestrated sequence of state-of-the-art AI models, each specialized for a specific transformation in the 3D creation workflow.
Simple phone video or LiDAR scan—no specialized equipment required
MASt3R-SLAM and SLAM3R build dense, accurate 3D geometry from monocular input
FloorNet generates precise vectorized architectural layouts
Plan2Scene transforms flat layouts into fully textured architectural meshes
Hunyuan3D creates contextually appropriate, PBR-ready furniture and scene objects
AI-driven indoor illumination creates realistic, scene-appropriate ambience
LLaMA 3.1 agents handle semantic tagging, prop placement, and NPC avatar intelligence
Final scene published with integrated CMS, analytics, and multi-user capabilities
At the heart of DXE lies a sophisticated orchestration layer that coordinates 3D reconstruction, asset generation, lighting, semantics, and deployment. This isn't simply a pipeline of disconnected tools—it's an intelligent system that understands spatial relationships, architectural context, and scene composition.
The orchestrator makes decisions about asset placement, lighting intensity, material properties, and user interaction points based on learned patterns from thousands of real-world spaces.
Our Small Language Model (SLM) runs entirely on-device, enabling real-time reasoning for scene refinement, layout adjustments, and quick edits without cloud latency.
This distributed intelligence architecture ensures privacy, reduces bandwidth costs, and enables instant responsiveness—critical for professional workflows where iteration speed matters.
No LiDAR required—works with any smartphone camera
AI generates 3D props tailored to architectural style and purpose
AI-driven illumination creates photorealistic atmospheric scenes
Understands spatial relationships for intelligent object placement and composition
Ready Player Me integration with neural TTS for interactive virtual guides
Built-in CMS, pricing modules, and analytics for retail-ready deployment
Shared sessions with avatar interactions and collaborative exploration
DXE delivers measurable impact across diverse sectors, reducing costs by 10x and time-to-deployment by 20x while dramatically increasing user engagement and conversion rates.
Virtual showrooms, 3D product demonstrations, and immersive try-before-you-buy experiences that increase conversion rates by 40%
Interactive property walkthroughs, dynamic floorplans, and instant CAD alternatives that accelerate sales cycles
Digital exhibitions with story-driven NPC guides that extend reach globally and preserve cultural heritage
Immersive simulations, safety training environments, and interactive learning spaces that improve knowledge retention
Rapid conceptualization, layout iteration, and client presentations that compress design review cycles
Virtual showrooms and 3D commerce experiences
Property tours and architectural presentations
Corporate learning and safety training environments
Museum exhibitions and digital preservation
Design visualization and client collaboration tools
AI-generated XR content represents one of the fastest-growing technology segments globally, with compound annual growth rates exceeding 40% through 2028.
Revenue-sharing arrangements with AR/VR studios, digital agencies, and e-commerce integrators who deploy DXE for their clients.
Partners benefit from rapid delivery capabilities while we gain distribution channels and recurring revenue streams.
From subscription and usage-based pricing
From API integration and white-label deals
Deployed across retail, training, and cultural heritage projects demonstrating full pipeline capabilities
Early client pilots generating recurring monthly revenue and proving business model viability
Selected for competitive accelerator programs validating technical approach and market potential
Proprietary advances in multimodal 3D reconstruction and AI orchestration creating defensible moat
"DXE represents a paradigm shift in how we think about spatial content creation. What used to take our team three weeks now happens in an afternoon."
— Early Pilot Customer, Enterprise Retail
While alternatives exist in the 3D content creation landscape, DXE occupies a unique position with comprehensive automation and browser-native delivery that no competitor currently matches.
Blender, Maya, 3DS Max—powerful but painfully slow and requires expert artists
RealityCapture, Polycam—excellent capture but no content generation or deployment
Existing frameworks lack automated content creation and intelligent orchestration
Complete automation from capture to deployment with AI-generated content
The convergence of transformer-based 3D models, WebGPU acceleration, and enterprise demand for XR creates a unique window for DXE to become the standard platform for spatial content creation.
Target high-value early adopters with immediate ROI: e-commerce brands needing product visualization and real estate firms seeking differentiation through virtual tours
Expand into cultural institutions and corporate learning organizations where immersive experiences drive engagement and knowledge retention
Open API access and SDK to enable global community of XR creators, agencies, and developers to build on DXE infrastructure
Launch on-device SLM-powered mobile applications for consumer-facing spatial computing experiences
We've identified key risks inherent to AI-powered content generation and spatial computing, along with proven mitigation strategies.
Risk: Generated 3D content may contain artifacts or unrealistic elements
Mitigation: Human-in-the-loop review workflow with automated quality scoring and flagging system for manual verification
Risk: Training data may contain copyrighted or restricted content
Mitigation: Strict governance protocols ensuring only commercially licensed datasets; proprietary synthetic data generation pipeline
Risk: GPU-intensive AI models drive high operational expenses at scale
Mitigation: Aggressive model compression and quantization; GPU autoscaling based on demand; strategic cloud provider negotiations
Risk: Enterprise customers hesitate to adopt new 3D content workflows
Mitigation: Low-latency browser-native delivery requiring zero installation; comprehensive onboarding and support; ROI calculators demonstrating cost savings
Risk: Customers worried about proprietary space data security
Mitigation: On-device preprocessing options; end-to-end encryption; enterprise data residency controls; SOC 2 compliance roadmap
We are raising seed funding to accelerate product development, expand our engineering team, and execute our go-to-market strategy targeting enterprise retail and real estate customers.
This capital will enable us to scale GPU infrastructure, recruit world-class AI and graphics engineering talent, and establish initial enterprise partnerships.
GPU clusters and cloud services for model training and inference
AI researchers, 3D graphics engineers, and full-stack developers
Product management, sales operations, and marketing initiatives
Beyond capital, we seek strategic partnerships with leading retailers, XR production studios, and cultural institutions who can serve as design partners, early adopters, and reference customers as we scale.
Rohith V and Rosan D are final-year engineering students at SSN College of Engineering with deep expertise in computer vision, 3D graphics, and large language models.
The founding team combines academic research rigor with hands-on implementation experience, having built multiple AI-powered prototypes and won recognition at competitive hackathons and innovation programs.
Our team has published research in multimodal AI architectures, contributed to open-source 3D reconstruction frameworks, and developed production systems handling real-time GPU inference at scale.
We bring together expertise spanning computer vision, graphics rendering, spatial computing, and enterprise SaaS architecture—the complete skillset required to execute on DXE's ambitious vision.
Cutting-edge knowledge of transformer architectures, 3D generative models, and neural rendering techniques
Proven experience with WebXR, WebGPU, and real-time rendering optimization for browser deployment
Understanding of B2B SaaS requirements including security, scalability, and integration complexity
DXE represents more than technology—it's a fundamental shift in how humanity will create, share, and experience digital spaces. As the physical and digital worlds converge, we're building the infrastructure that makes immersive experiences accessible to every business and creator.
Join us in democratizing 3D content creation and unlocking the full potential of spatial computing.
Rohith V
Co-Founder
SSN College of Engineering
Rosan D
Co-Founder
SSN College of Engineering
Digital Experience Engine (DXE)