Layered Earth-observation evidence over arid terrain

Decision-grade geospatial evidence

Know where to investigate first.

GroundTruth AI combines optical imagery, SAR, terrain, thermal and temporal evidence to rank where field teams should look—before expensive investigation begins.

TRL 4Validated in a controlled environment
46,689Points processed in reproducible survey runs
17 / 17Score reproductions without drift

Palestine-founded · built for institutional deployment

Imagery is abundant.
Decision confidence is not.

Institutions do not need another unexplained heatmap. They need a short, reviewable list of investigation areas, the evidence behind each priority, and an honest account of uncertainty.

From fragmented signals
to a defensible field plan.

01Acquire

Multi-sensor inputs

Optical time series, SAR backscatter, terrain, thermal, environmental and approved partner layers.

02Control

Leakage-aware validation

Spatial holdouts, coordinate discipline, hard negatives and regional behavior checks expose brittle performance.

03Reason

Evidence ranking

Candidate areas are ranked with confidence, environmental fit and traceable contributing signals.

04Deliver

Decision artifacts

GIS-ready layers, evidence tables, limitations and executive reports fit existing expert workflows.

Credibility starts by showing where a model fails.

GroundTruth AI moved beyond flattering random splits toward spatially separated and country-out evaluation. Public figures are paired with their validation regime—not presented as universal field accuracy.

Read the public validation summary
Spatial audit · tunnel model0.888ROC-AUC
Country-out transfer0.846ROC-AUC
File integrity149 / 149checks passed
Strict geographic holdout · general model0 / 106positive result: no overclaiming

These results demonstrate validation maturity and reproducibility within documented regimes. They do not establish commercial accuracy for a new geography or use case. Independent field validation remains the next milestone.

One evidence core.
Focused operational missions.

02

Environmental monitoring

Prioritize review of landscape change, heat, moisture and risk-oriented signals.

03

Land & engineering

Direct scarce ground-investigation capacity toward evidence-supported areas.

04

Cultural heritage

Support expert-led survey prioritization while protecting sensitive location data.

A bounded, partner-led pilot.

One non-sensitive area. Frozen models and thresholds. Predictions locked before ground truth is revealed. Success measured by reduced search area, review quality and explainability—not by replacing field verification.

  1. 01Partner defines area & baseline
  2. 02GroundTruth freezes the protocol
  3. 03Evidence model ranks priorities
  4. 04Independent review tests value

Built for technical and
institutional scrutiny.