Skip to content
Neurones 3D Download

Comparison · Scan to plan and scan to BIM

Neurones 3D vs EdgeWise

Looking for a EdgeWise 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.

EdgeWise is ClearEdge3D’s scan-to-BIM application that uses computer vision and pattern matching to extract pipes, structure, ducts, walls, conduit and cable trays from registered point clouds.

By Dr. Florent Poux, maker of Neurones 3D · EdgeWise's facts from ClearEdge3D's own documentation, checked

The short answer

Choose Neurones 3D when you need to understand and document a whole scan offline: classify it, draw floor plans, build terrain and contours, measure change with M3C2 and share a report, on a licence bought once and without registering elsewhere first. Choose EdgeWise when the deliverable is an intelligent as-built model of pipes, ducts, conduit and steel in Revit, Plant 3D or AVEVA E3D: its automated extraction and fit-to-spec QA are built for that plant and MEP work.

At a glance

Neurones 3DEdgeWise
Runs onWindows 10 and 11 (64-bit)Windows
Where it runsdesktopdesktop
Licencefree viewer + one-time paid editionsannual subscription (Lite); Pro on request
PriceFree viewer; paid editions bought once, no subscriptionEdgeWise Lite USD 1,995 a year; EdgeWise Pro price on request source
Free useThe free viewer opens, views and runs every process; writing results out needs a paid editionDemo on request

Feature by feature

"Not stated" means we could not find it in ClearEdge3D's documentation, not that it is missing. Each of EdgeWise's cells links to where we read it.

CapabilityNeurones 3DEdgeWise
Runs fully offlineYesNo account, no internet connection, no telemetryNot stated
One-time licence availableYesBought once; no subscriptionNot statedLite is sold per year; Pro terms are on request
Opens LAS/LAZ and E57YesLAS, LAZ, COPC, E57, PLY, PCD and more; a 127.8 M point E57 opens in about 22 sPartlyE57 structured and unstructured, PTS, RCP/RCS, XYZ and scanner formats; LAS and LAZ are not in the published list source
Scan registrationPartlyCloud-to-cloud alignment (ICP and graph matching, no initial placement needed), RMS shown with the inlier shareNoPoint clouds must be registered before loading source
AI point cloud classificationYesFour trained models ship in every build: indoor, aerial LiDAR, powerline, streetscape; a confidence per pointPartlyComputer vision extraction of pipes, walls, ducts, structure, conduit and cable trays (automated in Pro); not per-point classification source
SegmentationYesUnsupervised segmentation, primitive decomposition, components, roomsPartlySmart Points and Remainder Cloud exports separate modelled points from the rest source
Automatic floor plansYesAutomatic, dimensioned, with sections and elevationsNot stated
DXF / CAD drawingsYesDXF R2000, SVG and PDF; no DWGYesNative Revit families, Plant 3D and AVEVA E3D (Pro); STEP, COE, DXF, PCF (Pro) 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 provenancePartlySmartSheet QA/QC: coverage, spec compliance, element length and RMSE source
Scripting / SDKYesEngine & SDK edition: Python package and headless command lineNot stated

Where Neurones 3D is stronger

  • Neurones 3D is bought once, with no subscription; EdgeWise Lite is USD 1,995 a year.
  • Neurones 3D opens LAS, LAZ and COPC as well as E57, and aligns clouds itself (ICP and graph matching), where EdgeWise needs registered input.
  • Automatic, dimensioned floor plans with sections and elevations, written to DXF, SVG and PDF.
  • DTM, DSM and contours, M3C2 change detection and meshing in the same program, none of which EdgeWise lists.
  • Four trained per-point classification models with a confidence per point.

Where EdgeWise is stronger

  • Automated extraction of pipes, ducts, conduit, cable trays and steel into intelligent Revit, Plant 3D and AVEVA E3D objects, which Neurones 3D does not do.
  • Fit-to-spec modelling with a QA/QC dashboard reporting coverage, compliance and RMSE per element.

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 EdgeWise: Plant, MEP and industrial as-built teams modelling piping and steel for Revit, Plant 3D or AVEVA E3D Design.

Questions

Is EdgeWise free?

EdgeWise: EdgeWise Lite USD 1,995 a year; EdgeWise Pro price on request. Free use: Demo on request. Neurones 3D’s free viewer opens, views and runs every process; writing results out needs a paid edition bought once.

Can EdgeWise classify point clouds with AI?

EdgeWise: partly. Computer vision extraction of pipes, walls, ducts, structure, conduit and cable trays (automated in Pro); not per-point classification. 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 EdgeWise?

Choose Neurones 3D when you need to understand and document a whole scan offline: classify it, draw floor plans, build terrain and contours, measure change with M3C2 and share a report, on a licence bought once and without registering elsewhere first. Choose EdgeWise when the deliverable is an intelligent as-built model of pipes, ducts, conduit and steel in Revit, Plant 3D or AVEVA E3D: its automated extraction and fit-to-spec QA are built for that plant and MEP work.

How this comparison was made

Written by the maker of Neurones 3D, so read it as such. EdgeWise's column comes only from ClearEdge3D'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:

More comparisons

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

Get Neurones 3D

Free tier, no account, one 15 MB file. We send the download link to your inbox.

Check your inbox

We sent a confirmation to your address. Click the link inside and the download follows right after. The link stays valid for 72 hours.

If Windows shows "Windows protected your PC", that is SmartScreen meeting a build that is not code-signed yet, not a virus: choose More info, then Run anyway. Check the file's fingerprint first if you like.

Double opt-in, no spam. Your address never leaves 3D Geodata Academy. Privacy.

Cookie settings

Choose what this site may store in your browser. Strictly necessary items are always on, because the feature you asked for does not work without them. Everything else is off until you switch it on. Your choice is kept in this browser for six months.

Strictly necessaryAlways on

Needed for a feature you use. Never used to track you.

NameKindWhat it is forKept
n3d_boardCookie, HttpOnlyA random voter token set by the board (roadmap), so one browser counts as one vote.12 months
n3d-feedback-draftLocal storageA draft of the feedback form, so a refresh does not lose your message. It never leaves your browser and is cleared when you send.Until sent
n3d_consentLocal storageThis choice.6 months
Analytics

None in use today. If a measurement tool is ever added, it stays off until you allow it here.

Media

None. Nothing on this site embeds a player or media from another company.