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Comparison · Gaussian splatting tools

Neurones 3D vs Scaniverse

Looking for a Scaniverse alternative? Neurones 3D is free, offline point cloud and Gaussian splatting software for Windows: the free viewer runs every process, from AI classification to dimensioned floor plans, and a one-time paid edition saves the results.

Scaniverse is Niantic Spatial’s 3D capture app for iOS, Android and the web, producing Gaussian splats, meshes and VPS localisation maps, and the origin of the open SPZ splat format.

By Dr. Florent Poux, maker of Neurones 3D · Scaniverse's facts from Niantic Spatial, Inc.'s own documentation, checked

The short answer

Choose Neurones 3D when a capture has to be turned into measured drawings and analysed data on your own PC: it opens SPZ and PLY splats, converts them to point clouds and draws floor plans in DXF, with classification and laser scan formats alongside, bought once. Choose Scaniverse when you need to capture: it makes splats and meshes from phones and other cameras, supports metric scale and feeds Niantic Spatial’s localisation services. They work well together: capture in Scaniverse, export SPZ, and produce the deliverables in Neurones 3D.

At a glance

Neurones 3DScaniverse
Runs onWindows 10 and 11 (64-bit)iOS, Android, web
Where it runsdesktopmobile
Licencefree viewer + one-time paid editionsfree plan, or monthly or yearly subscription with cloud credits
PriceFree viewer; paid editions bought once, no subscriptionFree; Plus $20 a month or $200 a year; Pro $50 a month or $500 a year; Enterprise custom source
Free useThe free viewer opens, views and runs every process; writing results out needs a paid editionFree plan: 20,000 monthly credits (about 10 minutes of mobile capture), 5 seats, FBX, SPZ and PLY export

Feature by feature

"Not stated" means we could not find it in Niantic Spatial, Inc.'s documentation, not that it is missing. Each of Scaniverse's cells links to where we read it.

CapabilityNeurones 3DScaniverse
Runs fully offlineYesNo account, no internet connection, no telemetryPartlyOn-device reconstruction in the legacy version; asset generation otherwise spends cloud credits source
One-time licence availableYesBought once; no subscriptionNot statedFree, monthly and yearly plans are listed
Opens LAS/LAZ and E57YesLAS, LAZ, COPC, E57, PLY, PCD and more; a 127.8 M point E57 opens in about 22 sNot stated
Scan registrationPartlyCloud-to-cloud alignment (ICP and graph matching, no initial placement needed), RMS shown with the inlier shareNot stated
AI point cloud classificationYesFour trained models ship in every build: indoor, aerial LiDAR, powerline, streetscape; a confidence per pointNot stated
SegmentationYesUnsupervised segmentation, primitive decomposition, components, roomsNot stated
Automatic floor plansYesAutomatic, dimensioned, with sections and elevationsNot stated
DXF / CAD drawingsYesDXF R2000, SVG and PDF; no DWGNot stated
DTM / DSMYesDTM, DSM, CHM, slope, aspect, hillshade on one gridNot stated
Contour linesYesContours that cannot crossNot stated
Change detectionYesM3C2 with a 95 % level of detection; cloud-to-cloud and cloud-to-BIM deviationNot stated
MeshingYesPoisson and clean meshing; the clean mesh is closed, not edge-manifoldYesMeshes exported as FBX; USDZ on Plus source
Gaussian splatsYesOpens PLY and SPZ splats, converts them to points, meshes them; does not train splatsIn the cloudSplats generated with cloud credits and exported as SPZ and PLY; 360 camera splats on Plus source
ReportsYesSelf-contained HTML reports with provenanceNot stated
Scripting / SDKYesEngine & SDK edition: Python package and headless command lineNot stated

Where Neurones 3D is stronger

  • Runs offline on Windows with no account and no credits; Scaniverse’s asset generation spends cloud credits.
  • Bought once with no subscription.
  • Turns an SPZ or PLY splat into a point cloud, measured sections and a dimensioned floor plan saved as DXF R2000, SVG and PDF.
  • Classifies the converted cloud with trained models (indoor, aerial LiDAR, powerline, streetscape), with a confidence per point.
  • Opens LAS, LAZ and E57 laser scans beside splats, and registers and merges captures.

Where Scaniverse is stronger

  • Scaniverse captures and trains splats from phones, 360 cameras and drones; Neurones 3D does not train splats.
  • Scaniverse supports metric scale for captures, which Neurones 3D does not set automatically for splats.
  • A free plan with five seats, plus VPS localisation maps and Niantic Spatial’s reconstruction pipelines.

Who should choose which

Choose Neurones 3D to take a point cloud or a splat capture to a finished deliverable on your own machine: classified LAS, a dimensioned floor plan with sections and elevations in DXF, a DTM with contours, a change map or a report, without an account, an upload or a subscription. Every figure it publishes is measured; see the benchmarks.

Choose Scaniverse: Teams who capture places with phones, 360 cameras or drones and want splats, meshes and localisation maps inside Niantic Spatial’s platform.

Questions

Is Scaniverse free?

Scaniverse: Free; Plus $20 a month or $200 a year; Pro $50 a month or $500 a year; Enterprise custom. Free use: Free plan: 20,000 monthly credits (about 10 minutes of mobile capture), 5 seats, FBX, SPZ and PLY export. Neurones 3D’s free viewer opens, views and runs every process; writing results out needs a paid edition bought once.

Does Scaniverse work offline?

Scaniverse: partly. On-device reconstruction in the legacy version; asset generation otherwise spends cloud credits. Neurones 3D: yes. No account, no internet connection, no telemetry.

Does Scaniverse support Gaussian splats?

Scaniverse: in the cloud. Splats generated with cloud credits and exported as SPZ and PLY; 360 camera splats on Plus. Neurones 3D: yes. Opens PLY and SPZ splats, converts them to points, meshes them; does not train splats.

What is the best alternative to Scaniverse?

Choose Neurones 3D when a capture has to be turned into measured drawings and analysed data on your own PC: it opens SPZ and PLY splats, converts them to point clouds and draws floor plans in DXF, with classification and laser scan formats alongside, bought once. Choose Scaniverse when you need to capture: it makes splats and meshes from phones and other cameras, supports metric scale and feeds Niantic Spatial’s localisation services. They work well together: capture in Scaniverse, export SPZ, and produce the deliverables in Neurones 3D.

How this comparison was made

Written by the maker of Neurones 3D, so read it as such. Scaniverse's column comes only from Niantic Spatial, Inc.'s published documentation and listings, read on 2026-09-24; where we found nothing, the cell says "not stated". Neurones 3D's column comes from its own guides, which give the limits too. If something here is wrong or out of date, write to howto@learngeodata.eu and it will be corrected.

Sources:

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About

Why Neurones 3D exists.

Standing inside a 43.5 million point indoor laser scan rendered by Neurones 3D

I have spent years working with point clouds, and for most of them the software got in the way. I wanted one tool I would actually reach for every day: fast enough to enjoy, honest about what it does, and calm to use.

Neurones 3D started in Python, the way most of my research does. It worked, but it was heavy, and heavy tools quietly discourage you from opening them. So I rebuilt everything in Rust, from the file readers to the renderer, with one rule: stay frugal. A single small file, no cloud, no telemetry, billions of points on a laptop that is ten years old. In an age where every tool reaches for a data center, I wanted the opposite.

The goal is simple to say and hard to earn. One package that carries you from capture to understanding to deliverable, without exporting to five other programs along the way. Load a scan, a splat, a building, a phone video. See it, classify it, measure it, and send out something real. Together, in one place.

This is the tool I always wanted. I hope it becomes yours too.

Dr. Florent Poux 3D Geodata Academy

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