Innovation

Innovation

Spatial capability for land management
and master planning

The same question comes up on every land and planning programme: what can we actually do with the data we have, and what has to be true before we can do it. This section groups the catalogue by that capability rather than by product type.

Capabilities
7
Resources mapped
31
Combined value
$16,329
Delivery
Instant

How this is organised

Land management and master planning work runs in a rough sequence: establish the land record, capture current ground truth, analyse what the land can support, plan and model it, coordinate the infrastructure, and govern the data throughout. The seven capabilities below follow that sequence. Most programmes are strong in two or three of them and discover the gaps late.

01

Land information foundation

The base records everything else is measured against. Parcels, addresses and protected areas have to be authoritative before any plan drawn on top of them can be defended.

02

Survey & basemap capture

Getting current ground truth at the right resolution — and knowing which capture method actually answers the question before commissioning it.

03

Site analysis & suitability

Turning constraints and opportunity into a defensible allocation decision, with the weighting written down rather than argued from intuition.

04

Master planning & 3D city

Moving from a two-dimensional land use plan to a modelled, coordinated city — including the BIM handover that most programmes discover too late.

05

Infrastructure & networks

The utility, transport and subsurface networks a master plan has to coordinate with, model as networks, and hand over as assets.

06

Standards & governance

What makes a multi-consultant programme produce one coherent dataset instead of a dozen incompatible ones delivered on the same day.

07

Applied GeoAI

Where automation genuinely pays on land and planning work — change detection and feature extraction at scale — and how to evaluate it honestly before committing.

Applications

Six products on one engine

The catalogue above is what we hand over as documents. These are the same methods running as software — each one a decision made repeatedly enough to be worth automating. They share a single engine: the geometry, the geodesic measurement, the constraint overlay and the evidence trail do not change between them. What changes is the data feed and the rules. Each one also takes a LiDAR pass where the client has flown one, which is what moves the answer from a map someone interprets to a measurement someone can be held to.

NIRRIGATION BLOCKSUNDER TARGETSEASON 1SEASON 3

GeoFarm

Every field, every season, on one page.

Satellite indices are read per field block rather than per scene, so performance is comparable between blocks and between seasons. Water drawn is set against the entitlement for that block, which turns an agronomy conversation into a compliance one.

Decides

Which blocks are underperforming, and whether the water they drew matches their entitlement.

For

Agricultural investors, estate managers, ministries of agriculture

Runs on

  • Sentinel-2 L2A imagery (Copernicus, 10 m, five-day revisit)
  • Your field or block boundaries, any common GIS format
  • Irrigation meter readings or pump logs
  • Soil and crop type per block, where held

With a LiDAR pass Terrain wetness and depth-to-water show where irrigation water actually goes, and slope shows which blocks are losing soil rather than yield. Comparing two surveys gives land-levelling volumes. An index anomaly stops being a fact and becomes a cause. What that involves →

Pilot $12,000 – $24,000 One estate, three seasons, 8 weeks, fixed scope and price

NINSPECTION ROUTECLAIM NOT EVIDENCED

GeoSite

Proof that the work was actually done.

Field staff capture on a phone with no signal and sync later. Every photograph carries its own position, and every claim carries the evidence behind it, so a progress dispute is settled with a record rather than a meeting.

Decides

Whether what was claimed as complete is actually on the ground.

For

PMOs, contractors, utilities, quality assurance teams

Runs on

  • Geotagged site photographs, EXIF preserved
  • The programme schedule and its activity codes
  • Contractor claim or valuation register
  • Site boundary and work package areas

With a LiDAR pass Two flights over the same work package give earthwork volumes, by period, measured off the ground rather than agreed in a meeting. A claim for 40,000 cubic metres moved is checked, not negotiated — which is usually the largest single line in the valuation. What that involves →

Pilot $9,000 – $18,000 One programme, 6 weeks, fixed scope and price

NNETWORK & SERVICE AREALOSES SERVICE

GeoGrid

See who loses service the moment an asset fails.

The network is traced rather than drawn: break any asset and the system returns what is downstream of it, which customers are affected, and which crew is closest. The same trace supports planned shutdowns, which is where most of the value sits.

Decides

What is downstream of a failed asset, who loses service, and which crew is nearest.

For

Water and power utilities, municipal operations

Runs on

  • Network topology with connectivity, not just geometry
  • Customer or connection points
  • SCADA or outage log, where available
  • Crew depots and working areas

With a LiDAR pass Canopy height along the line, with individual trees detected and measured, produces a clearance breach per span ranked by severity. That is a prioritised trim list instead of a blanket cycle, and it is the number that sits behind an outage and wildfire case. What that involves →

Pilot $18,000 – $36,000 One network or district, 10–12 weeks, fixed scope and price

NPLANTING BLOCKSSURVIVINGREPLANT

GeoGreen

Proof that what you planted is still alive.

Canopy is compared between two dates and reported as a survival rate per block, against the planting record and what was paid for it. The output is a replanting list and a figure a programme can report without qualifying it.

Decides

Survival by block, two seasons on, against what was paid for.

For

Greening programmes, environment agencies, ESG-reporting funds

Runs on

  • Sentinel-2, or higher-resolution imagery where canopy is small
  • Planting records: species, count, date, block
  • Irrigation zones and maintenance contracts
  • Contract quantities, to set survival against payment

With a LiDAR pass Trees are counted and measured individually, not inferred from a satellite pixel too coarse to see a two-metre sapling. Two dates give survival per block and growth per surviving tree; the structure metrics give the habitat quality an ESG report is asking for. What that involves →

Pilot $12,000 – $24,000 One programme, two dates, 8 weeks, fixed scope and price

NFLOOD EXTENT & PLOTS8 PLOTS INSIDE THE 1:100

GeoRisk

Know which plots flood before you sell them.

Terrain and published or modelled flood extents are held against the plot register, so exposure is a property of each plot rather than a map someone has to interpret. It answers the question a buyer, a lender and an insurer all ask separately.

Decides

Which plots and assets sit inside which return period.

For

Authorities, master developers, insurers

Runs on

  • Copernicus DEM at 30 m, or your own survey where it exists
  • Published or modelled flood extents by return period
  • The plot register and the asset register
  • Drainage and culvert network, where held

With a LiDAR pass This is where it changes the answer most. A 30 m global DEM screens a scheme; a half-metre LiDAR terrain surface names the plots. Exposure becomes “these thirty-four plots and these three substations sit below the 1:100 level, by this many centimetres” — which is the form a lender or an insurer will accept. What that involves →

Pilot $15,000 – $30,000 One scheme, 8–10 weeks, fixed scope and price

NALIGNMENT OPTIONSOPTION AOPTION B

GeoRoute

Three routes, priced and compared, in one afternoon.

Constraints become a cost surface, and the surface produces alignments rather than opinions. Each option carries its own land take, so the engineering choice and the acquisition bill are seen together instead of a year apart.

Decides

Where a road, pipeline or transmission line should run, and whose land each option takes.

For

Infrastructure programmes, mining and logistics operators

Runs on

  • Terrain and land cover
  • Cadastre and ownership, for the land-take schedule
  • Protected areas, easements and existing services
  • Engineering constraints: gradients, crossings, radii

With a LiDAR pass Slope, curvature and wetness at real resolution make the cost surface honest, and canopy height turns clearance into a volume. Each alignment option then carries its own earthworks and vegetation bill, not just a length. What that involves →

Pilot $18,000 – $36,000 One corridor, 10–12 weeks, fixed scope and price

Added capability

What a LiDAR pass adds to every one of them

Most of these clients have already bought a LiDAR survey. A drone or an aircraft flew the site, the surveyor returned a terrain model and a contour set, and the point cloud went into an archive. Everything below was already in that file. The work is turning one delivery into a product line: re-derive it, compare it to the next flight, and count what is standing on it.

ONE PASS, TEN PRODUCTSRAW RETURNSHEIGHT ABOVE GROUNDGROUNDSURVEY 2 — VOLUME LOST
From the passWhat it isWhat it lets you decide
Ground classification Every point separated into ground and not-ground, across aircraft, drone and tripod surveys, without a specialist retuning the parameters per site. This is the step that makes a survey cost what it costs. Automating it is what makes everything below repeatable.
Bare-earth terrain A terrain surface at the resolution you ask for, with the buildings, vegetation and plant taken off it. Turns a plot boundary into a plot with a gradient, a buildable area and a cut-and-fill figure.
Surface model The top of everything — roofs, canopy, stockpiles, plant. Subtract the terrain and you have the height of every object on site, including the ones nobody recorded.
Height-normalised cloud Every point re-expressed as its height above the ground directly beneath it. Makes heights comparable across a sloping site, which is the precondition for counting or measuring anything on it.
Canopy height Canopy surfaces by ten different methods, including pit-free and spike-resistant processing. Vegetation stops being a green area on a map and becomes a height you can put a clearance or a biomass figure against.
Terrain derivatives Slope, aspect, curvature, hillshade, topographic position, wetness index, depth to water, terrain characterisation. The constraint layers a route, a drainage design or an erosion case is argued from — derived, not digitised.
Structure metrics Canopy cover, mean and maximum height, height variability, foliage height diversity, vertical complexity, point density. What an environmental regulator or an ESG report actually wants: habitat quality and fuel load, with numbers behind them.
Individual trees Treetops detected and crowns delineated, with the points belonging to each tree extracted as its own record. Pay per surviving tree, inspect per tree, value per tree. An inventory instead of an estimate.
Change between dates Any two compatible surveys compared — terrain, surface or canopy — with a level-of-detection threshold so noise is not reported as movement. Volumes moved, ground subsided, canopy gained or lost, each with a defensible statement of what counts as real.
Large areas Buffered tiling, parallel processing and seamless merging, so a district is the same job as a site with more tiles. The method does not change when the programme scales, so the second scheme costs a fraction of the first.

What the licence actually buys

  • The specialist comes out of the loop. Ground classification normally needs someone who knows the sensor and retunes per site. The classification here adapts to the acquisition geometry itself, across airborne, drone and tripod surveys, so an analyst on your team runs it.
  • The archive becomes an asset. Point clouds you have already paid for get re-derived at whatever resolution the current question needs, without going back to the surveyor and without a new flight.
  • The second date is where the money is. Volume moved, ground subsided, canopy gained or lost — each reported against a level-of-detection threshold, so what you report as change is defensible when it is challenged.
  • Area stops being the constraint. Tiling, parallel processing and merging mean a district is the same job as a site. The method does not change when the programme scales, which is why the second scheme costs a fraction of the first.

Method: this capability is built on FAST-GC, an open-source sensor-adaptive ground-classification framework published under AGPL-3.0. Method reference: Fareed, N.; Numata, I.; Silva, C. A.; Prichard, S. J. (2026), FAST-GC: A Fully Adaptive Self-Tuning Ground Classification Algorithm for Multi-Platform LiDAR Sensors, Preprints.org. It reads LAS and LAZ, which is what every survey contract already delivers — so nothing here asks you to change how you commission a flight. Where no LiDAR exists, the products above still run on satellite and photogrammetric inputs; the LiDAR pass raises the resolution of the answer, it is not a precondition for getting one.

Licence programmes

One licence model, every product

A pilot builds the first version on your data. After it, every product in the family licenses on these same tiers — so adding a second product is a purchase order, not a second commercial negotiation.

Practitioner

One named user

$1,200

12 months

  • All six analyses
  • Your own cadastre and imagery
  • Exportable schedules and reports
  • Email support
Buy licence Details

Most chosen

Team

Five named users

$6,000

12 months

  • Everything in Practitioner
  • Configured to your rates and tolerances
  • Your minimum plot sizes and heads of claim
  • Priority support
Buy licence Details

Authority

One authority or developer

$20,000

12 months

  • Unlimited users in the entity
  • Onboarding and template setup
  • Your own subscribed imagery
  • Quarterly review with our team
Buy licence Details

Single Scheme

One corridor or plan area

$4,500

90 days

  • Three users for one scheme
  • Fits a project budget line
  • Configured to that scheme
  • Credited against a later licence
Buy licence Details

Enterprise

Your environment, your rules, your integrations

From $50,000

Request a quote

Fixed term, not auto-renewing

A licence runs for its term from the date of payment and then stops. Nothing recurs on your card, and nothing renews without you.

Purchase orders welcome

Authorities and developers can be invoiced against a PO rather than paying by card. Ask and we will raise one.

Your data stays yours

Analysis runs as client-side WebAssembly. Files you open are processed in your browser and never reach our servers.

Pilot ranges above are indicative and scoped per client. Products are in development; a pilot is how the first version gets built, on your data, with you as the design partner.

Applying this to a live programme

These are the tools. Adapting them to your own land record, data standards and delivery programme — and identifying which of the seven capabilities is actually the constraint — is the advisory work.

Questions? Support@thegeolab.digital