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Comparison · AI and cloud point cloud services

Neurones 3D vs Pointly

Looking for a Pointly 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.

Pointly is a German AI platform for classifying and vectorising airborne, mobile and terrestrial LiDAR, offered as an EU-hosted cloud platform, an API, an on-premise Pointly Box and a managed service.

By Dr. Florent Poux, maker of Neurones 3D · Pointly's facts from Pointly's own documentation, checked

The short answer

Choose Neurones 3D when data must stay on your own machine, when you want classification together with terrain, contours, change detection and floor plans in one program, and when a licence bought once suits you better than paying per point. Choose Pointly when you need a classifier trained on your own classes, when volumes run to countrywide datasets, or when an API or managed service fits your pipeline better than a desktop tool.

At a glance

Neurones 3DPointly
Runs onWindows 10 and 11 (64-bit)Web browser; API; Pointly Box on your own hardware
Where it runsdesktopcloud
Licencefree viewer + one-time paid editionsmonthly subscription, per-point API pricing, or annual on-premise licence
PriceFree viewer; paid editions bought once, no subscriptionProfessional S EUR 99 a month (500 MPoints); Professional M EUR 490 a month (5,000 MPoints); Professional M+ EUR 790 a month; API from EUR 0.15 per million points; Pointly Box from EUR 19,000 a year source
Free useThe free viewer opens, views and runs every process; writing results out needs a paid editionFree tier: three files up to 15 MPoints in total, standard classifiers only

Feature by feature

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

CapabilityNeurones 3DPointly
Runs fully offlineYesNo account, no internet connection, no telemetryPartlyThe cloud platform needs an upload; Pointly Box runs on-premise or air-gapped, from EUR 19,000 a year source
One-time licence availableYesBought once; no subscriptionNoMonthly plans, per-point API pricing or an annual Box licence are listed source
Opens LAS/LAZ and E57YesLAS, LAZ, COPC, E57, PLY, PCD and more; a 127.8 M point E57 opens in about 22 sPartlyLAS and LAZ; E57 is not listed source
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 pointIn the cloudStandard classifiers, and custom classifiers trained on your classes (M+); on-premise with Pointly Box source
SegmentationYesUnsupervised segmentation, primitive decomposition, components, roomsIn the cloudVectorisation of classified points into objects source
Automatic floor plansYesAutomatic, dimensioned, with sections and elevationsNot stated
DXF / CAD drawingsYesDXF R2000, SVG and PDF; no DWGIn the cloudVector objects as DXF, Shapefile, CSV or GeoJSON source
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-manifoldNot stated
Gaussian splatsYesOpens PLY and SPZ splats, converts them to points, meshes them; does not train splatsNot stated
ReportsYesSelf-contained HTML reports with provenanceNot stated
Scripting / SDKYesEngine & SDK edition: Python package and headless command lineIn the cloudAPI priced per million points source

Where Neurones 3D is stronger

  • Neurones 3D classifies on your own Windows PC with no upload and no account, without the EUR 19,000 a year Pointly Box.
  • Bought once, with no monthly fee or per-point charge.
  • Opens E57 as well as LAS, LAZ and COPC.
  • Beyond classification: DTM, DSM and contours, M3C2 change detection, automatic floor plans and meshing in the same program, none of which Pointly lists.

Where Pointly is stronger

  • Custom classifiers trained on your own class catalogue, which Neurones 3D does not offer.
  • Throughput at national scale: the vendor states 500 billion points a day and over 100,000 km2 a year.
  • A managed service and an API for teams that would rather send data than run software.

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 Pointly: Mapping teams, utilities and rail or road operators classifying very large LiDAR volumes, often with a custom class catalogue.

Questions

Is Pointly free?

Pointly: Professional S EUR 99 a month (500 MPoints); Professional M EUR 490 a month (5,000 MPoints); Professional M+ EUR 790 a month; API from EUR 0.15 per million points; Pointly Box from EUR 19,000 a year. Free use: Free tier: three files up to 15 MPoints in total, standard classifiers only. Neurones 3D’s free viewer opens, views and runs every process; writing results out needs a paid edition bought once.

Does Pointly work offline?

Pointly: partly. The cloud platform needs an upload; Pointly Box runs on-premise or air-gapped, from EUR 19,000 a year. Neurones 3D: yes. No account, no internet connection, no telemetry.

Can Pointly classify point clouds with AI?

Pointly: in the cloud. Standard classifiers, and custom classifiers trained on your classes (M+); on-premise with Pointly Box. Neurones 3D: yes. Four trained models ship in every build: indoor, aerial LiDAR, powerline, streetscape; a confidence per point.

What is the best alternative to Pointly?

Choose Neurones 3D when data must stay on your own machine, when you want classification together with terrain, contours, change detection and floor plans in one program, and when a licence bought once suits you better than paying per point. Choose Pointly when you need a classifier trained on your own classes, when volumes run to countrywide datasets, or when an API or managed service fits your pipeline better than a desktop tool.

How this comparison was made

Written by the maker of Neurones 3D, so read it as such. Pointly's column comes only from Pointly'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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