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How We Built Neometrico Air Mapper: An Offline Photogrammetry Workstation for Field Crews

Neometrico's drone crews needed to turn geotagged stills into maps they could trust, with no cell signal, sometimes in another country, and without imagery ever leaving the organization. We built a native desktop workstation that does the whole job locally, then publishes into Neometrico's own cloud only when the operator chooses to.

By Eduardo García, CTO & Co-Founder at weKnow Inc. · Updated August 2026

Neometrico Air Mapper offline photogrammetry workstation case study by weKnow

What Is Offline Photogrammetry Software?

Offline photogrammetry software reconstructs drone-captured imagery into georeferenced maps and terrain data entirely on a local machine, with no cloud upload and no internet connection required to produce a result. For field operations handling sensitive survey data (infrastructure, farms, concessions, or private land), that means reconstruction, orthomosaic generation, and terrain modeling all happen on the device the operator is holding, with cloud publishing available only as an explicit, authenticated second step.

Neometrico builds geospatial intelligence for land, environment, and operations. Their operators fly drones, then need maps they can trust, on a laptop, often with no cell signal, sometimes in another country, always with photos that shouldn't wander through a third-party vendor. Neometrico already had Mission Control and their own GeoInt Cloud. What they didn't have was a field workstation that turned a memory card into those products without buying a seat of a commercial photogrammetry suite, and without sending imagery to someone else's cloud in order to process it. weKnow was brought in for product design and full software delivery.

3
Native OS builds: Windows, macOS, Linux
3
Steps for the operator: Detect, Select, Process
0
Cloud uploads required to produce a map

The Challenge: Every Existing Option Was the Wrong Trade-Off

Field mapping software is usually one of three bad options, and none of them fit how Neometrico's operators actually work.

A licensed desktop suite.

Expensive per seat, slow to change, and the vendor owns the workflow: Neometrico would be renting a black-box reconstructor for every operator.

A cloud photogrammetry service.

Easy on a good connection, unusable in the field, and the photos leave the organization before the operator ever sees a map.

A pile of scripts.

Powerful for an analyst, but unusable for an operator who should only need to Detect → Select → Process.

Brand lock-in was a non-starter.

Neometrico needed the tool to be brand-agnostic: any survey drone that writes geotagged stills, not a lock-in to one manufacturer's app.

Privacy was not a slogan. Survey imagery can show infrastructure, farms, concessions, and people. Processing had to stay on the workstation; cloud was an explicit second step, to Neometrico's own servers, not a side effect of hitting "Process."

The Solution: An Offline-First Workstation Built for Operators, Not GIS Specialists

weKnow designed and built Neometrico Air Mapper around a simple job: Detect a card, Select a profile, Process locally.

1. Three-Action Workflow

Detect a mounted SD card (or browse to a photo folder). Select a profile: Fast Recon (2D map), High Detail (map + surface + contour lines), or Custom. Process locally. No GIS project file, no internet required to produce the map, Spanish and English in the same chrome as the rest of the Neometrico suite.

2. Fully Offline Reconstruction Pipeline

Reconstruction, the orthomosaic, the digital surface model, and contour lines are all computed on the machine. Field mode does not wait on a tower.

3. Drone-Agnostic, Multi-OS Build

The input is a folder of geotagged photographs (typically DCIM/ from the card): if the camera wrote GPS, Air Mapper can work, regardless of the airframe. One product ships natively for Windows, macOS, and Linux, so a mixed field fleet doesn't mean mixed vendors.

4. Own the Pipeline Instead of Renting a License

weKnow designed the pipeline Neometrico controls end to end: ingest → reconstruct → package → optional publish. Profiles and exports can change when the mission changes, not when a vendor ships a SKU.

5. Privacy by Default

Photographs, the job folder, and derived maps stay on disk under the operator's account. Nothing is written to a vendor SaaS as a side effect of processing. Credentials for cloud publish live in memory for the session only, and they are not saved to disk.

6. Optional, Authenticated Publish, and Operator Hygiene

With a connection, the operator can sign in and push cloud-ready products to Neometrico's own GeoInt Cloud, not a generic mapping host, and the organization can enable or disable that path. Already-published datasets aren't uploaded twice. Finished jobs follow a simple rule: exported and synced can go, a job missing a handoff asks first, and a job never exported or published is kept for 60 days so a survey isn't erased by accident.

Neometrico Air Mapper reconstruction profile screen, showing Fast Recon, High Detail, and Custom options alongside a live survey footprint map
Step 2 of the workflow: pick Fast Recon, High Detail, or Custom. The survey footprint renders live from the drone's GPS frames.

Project Outcomes

Process in the field

Full reconstruction runs on the laptop; no network needed for the map itself.

Any airframe

Geotagged stills from a folder, not a brand SDK: Air Mapper doesn't care whose logo is on the drone.

Mixed laptops, one product

Native builds for Windows, macOS, and Linux.

Cost and control

No per-seat photogrammetry license: Neometrico owns ingest → product → publish.

Privacy

Imagery never leaves the workstation unless an operator explicitly exports or syncs it.

Headquarters, on their terms

Optional, authenticated publish to Neometrico's GeoInt Cloud, or a Mission Control package when the crew is still offline.

Neometrico Air Mapper completed reconstruction screen, showing GSD, area, photo count, and export options for the orthophoto package
A completed reconstruction, ready to export as an orthophoto package or a Mission Control bundle.

Before & After

BeforeAfter
Per-seat commercial photogrammetry licenseNeometrico owns the pipeline, zero per-seat license
Cloud processing required internet and a third-party uploadFull reconstruction runs offline, on the workstation
Effectively locked to one drone manufacturer's appWorks with any geotagged photo folder, any airframe
Mixed field fleet meant mixed vendor toolsOne native app for Windows, macOS, and Linux
Output needed a GIS specialist to make sense ofDetect → Select → Process, built for operators
No consistent rule for what happens to a finished job60-day retention for unpublished jobs, safe auto-cleanup for synced ones

Why This Is a GIS Case, Not an "App" Case

This is remote-sensing operations software. In situ capture (drone stills) becomes analysis-grade rasters and vectors without a GIS specialist in the truck. Offline-first matches how environmental and infrastructure surveys actually run, and a private publish path into Neometrico's own intelligence platform closes the loop from field to headquarters without a third-party photogrammetry tenant in the middle. weKnow's GIS practice usually sits next to enterprise mapping and remote sensing. Here, the deliverable is the field edge of that stack: the piece that has to work when the map server does not.

  • ✓ 15+ years of geospatial engineering experience
  • ✓ Senior-only team, no per-seat vendor lock-in thinking: Neometrico owns the pipeline
  • ✓ Cross-platform native delivery: Windows, macOS, and Linux from one codebase
  • ✓ U.S. time zone overlap for real-time collaboration
  • ✓ Product design and full software delivery, end to end

FAQs

Offline photogrammetry software reconstructs drone-captured imagery into georeferenced maps and terrain data entirely on a local machine, without uploading photos to a cloud service. Reconstruction, orthomosaic generation, and terrain modeling all run on the device itself, so a result can be produced with no internet connection, which matters for field surveys in areas with no cell signal, and for organizations that don't want imagery leaving their control during processing.

EG

Eduardo García

CTO & Co-Founder, weKnow Inc. Leads engineering strategy and delivery for weKnow's most technically complex builds, with deep expertise in Drupal, open-source strategy, and high-performance distributed engineering teams.

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