3D Reconstruction as a Service

Convert image sequences into 3D point clouds and interactive 3D models using structure-from-motion technology. Useful for real estate, architecture, surveying, and gaming companies that need 3D data generation.

Photogrammetry and structure-from-motion pipelines have matured significantly with tools like COLMAP and NeRF-based methods going mainstream, and the push toward digital twins in AEC (architecture, engineering, construction) is creating real procurement budgets — not just hobbyist interest. Matterport is the obvious incumbent in real estate scanning, though it's hardware-dependent and expensive, which leaves a gap for API-first, upload-and-process workflows targeting developers rather than end users. The $2k–10k/mo revenue band is plausible but only if priced per-model or per-scene rather than seats, since compute costs on dense point cloud generation are non-trivial and will compress margins fast at low volume. The biggest risk is commoditization from below: open-source tooling is strong enough that a competent in-house engineer at any target customer can stitch together a working pipeline in weeks, making the value proposition hard to defend without significant proprietary accuracy improvements or deep vertical integration.