L
LodeStarX.ai
// Technology · Architecture

The first AI workflow
platform for
mineral discovery.

Four reasoning layers, hundreds of geological data sources, and a stack of autonomous AI workflows that don't stop until they've earned the next drill recommendation.

Layers · 4 Models in ensemble · 38 Workflows in fleet · 11 specializations
// Our architecture

Four layers.
One reasoning loop.

Each layer is independently auditable. Every recommendation traces back to the raw data, the model that interpreted it, and the AI workflow that decided it mattered.

01

Data Ingestion

Continuous ingest of public, proprietary, and remote-sensed geological data — normalized into a unified schema.

Geological surveys (USGS, BGS, GSC) Multispectral satellite imagery Geophysics & geochemistry grids Historical drilling logs · 70 yrs
02

AI Reasoning Engine

Multimodal ensemble — vision, tabular, graph, and language models cross-validate every signal.

Probabilistic subsurface mapping Cross-region pattern transfer Uncertainty quantification Explainable feature attribution
03

AI Workflow Layer // KEY DIFFERENTIATOR

Autonomous AI workflows don't just predict — they ask, refine, and act.

Identify gaps in the dataset Query additional sources autonomously Refine hypotheses iteratively Recommend the next concrete action
04

Decision Intelligence

The output your team actually uses — ranked, scored, costed, and ready for the chief geologist.

Target ranking with confidence bands Risk scoring (geological + jurisdiction) ROI modeling per program Drill-plan-ready exports
// Live workflow activity

Eleven AI workflows,
running together.

Every reasoning step is logged, attributed to a specific workflow, and replayable for audit.

// Key innovation

Instead of just predicting where minerals might be — LodeStarX acts like a team of expert geologists, working 24/7.

See it in action
img · workflow-conversation.jpg
FLEET

11 workflow roles

Targeting · Fusion · QA · Verification · Hypothesis · Risk · Reporting · & more.

LATENCY

6.2 hr median

From new dataset arrival to a refreshed, ranked target list for your team.

// Data sources

Every public archive,
every private core.

SRC.01

USGS Mineral Resources

Open-source assays, occurrence reports, and 70+ years of legacy survey PDFs — auto-parsed.

Public · Live
SRC.02

Sentinel-2 / Landsat

Multispectral satellite passes processed into alteration, mineralogy, and structural overlays.

Remote · Daily
SRC.03

Proprietary core archives

Customer-supplied historical drilling, assay, and geophysics — kept in your tenant only.

Private · Tenant
SRC.04

National geological surveys

BGS, GSC, GA, GSI — harmonized into a single coordinate and attribute schema.

Public · Live
SRC.05

Airborne geophysics

Magnetics, radiometrics, and EM grids — gridded, leveled, and fused with surface data.

Public + Private

Ready to see your tenant on real data?

Book a Technical Walkthrough