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Work

Thirty-plus site models across four countries.

Six engagements are written up here in full, chosen because each one shows a different part of the model doing something a single satellite image cannot. Every figure below was produced by the pipeline described in the method.

Beyond the case studies

Where else the engine has run.

The portfolio behind the six write-ups spans coastal, urban, agricultural, alpine and mineral sites. A selection:

INDUS DELTA · SINDH

Mangrove extent, externally checked

The same engine mapped 123,400 ha of delta mangrove — a figure that falls between Global Mangrove Watch's 143,900 ha and Delta Blue Carbon's 102,000 ha. Independent agreement from two directions.

CHITRAL · KHYBER PAKHTUNKHWA

When the method has to change

Routing 334 glacier traces at native 30 m resolution showed Chitral's dominant hazard is the englacial water pocket — which has no surface lake to watch, so the lake precursor validated in Gilgit-Baltistan does not transfer. We said so rather than sell it.

BHAKKAR · PUNJAB

Arid-plains planting model

A 163.6 ha site with zero frost but only 200 chill hours and a 1,111 mm annual water deficit — which rules out most of what a buyer would have planted, and points at date, ber and guava instead.

CHANGLA GALI · KP

Temperate mountain orchard siting

A 31-year climate baseline against species chill requirements, with the quality-control traps in the satellite record documented alongside the recommendation.

UPPER DIR · KP

Mineral concession assessment

Licence corners resolved from a legacy Indian Grid survey into WGS84 with an acreage checksum, then screened for alteration signatures — a stress-tested null result, reported as such.

ORAKZAI · KP

Building platform stability

Two structures on a 21% cut-and-fill bench. The river was ruled out as the hazard; the engineered platform itself is the exposure. Terrain, climate and seismic screening entirely from public archives.

Your site

What would the record say about yours?

Send a boundary and a question. You will get an honest read on what the open archive can resolve there before any commitment.