Use the credentials provided to you. You will see the area assigned to your account.
test / test
AI-powered targeting for your licensed gold concession. Every assay you log sharpens tomorrow's recommendations. Real satellite imagery, 3D terrain, offline-capable tablets. Your area, your data, your dashboard.
Most targeting tools deliver a static map and walk away. This one closes the loop — every assay updates the model overnight, and the next morning's recommendations reflect what you just learned in the field.
The model ranks your AOI by expected gold-per-dollar — geology, drive distance from camp, dig cost, and offtake readiness all factor in.
Foreman pulls up the next pit on the offline tablet. GPS, depth target, expected grade, and cost all pre-populated.
Tablet captures geology, photos, voice notes, and the assay when it returns from the lab. Syncs nightly via camp Starlink.
Bayesian update on surrounding cells overnight. By morning the tablet shows refreshed next-pit recommendations.
This is the same interface you get after signing in — just with preview data. Toggle map layers, switch basemaps, click any target to see the AI's reasoning, click any pit to see the assay. Press play in the next section to watch the model learn over 60 days.
The Mait–Erigavo demo data (targets, pits, controls) is synthetic and clearly labelled. Everything else on this page comes from authoritative, free, citable sources. Click any reference layer in the demo map to verify against the original source.
Real mineral occurrences and prospects in Somaliland from USGS MRDS (86), USGS Africa Mineral Sites (7), and Wikidata (1). Each carries a clickable USGS deposit ID URL — verifiable by the buyer's team in seconds.
Source: mrdata.usgs.gov · public domain
Full USGS earthquake catalogue for the Horn of Africa, 1990–2026. Active-tectonics evidence — most M5+ events trace the Gulf of Aden / Afar / Somali plate boundary. Max recorded: M6.2.
Source: USGS FDSN web services · public domain
Major Somaliland settlements (Hargeisa, Berbera, Borama, Erigavo, Mait, Las Anod, etc.) with population data and Wikipedia verification links. Admin regions include the disputed Sool zone.
Source: Wikipedia (CC BY-SA), UN OCHA admin boundaries (CC BY)
Lega Dembi (Ethiopia, 3.6 Moz Au), Tulu Kapi (KEFI, 1.7 Moz), Bisha (Eritrea VMS), Sukari (Centamin, 15 Moz resource), Hassai, Block 14, Yemen basement. Used for transfer-learning the geological prior.
Source: operator NI 43-101 disclosures · public
NOAA's 228 MB global magnetic anomaly grid at 2 arc-minute resolution. Clips to any AOI for regional structural framework. Already in the data layer; the pipeline that turns it into per-cell features ships with the system.
Source: NOAA EMAG2 v3 · public domain
Curated bibliography across Somaliland geology, East African Orogen tectonics, analog deposits, ASTER alteration mapping, machine learning for prospectivity, and conflict-minerals due diligence. All findable on Google Scholar.
Categories: framework, tectonics, analogs, remote sensing, machine learning
This is what makes the system different from a static map. Drag the timeline or press play to replay the first 60 days of synthetic operator data. The map shows pits as they were dug; the chart shows the operator's hit rate climbing past the baseline as the model learns from each new assay.
2026-05-20 · synthetic operator timeline (1-day = 1 frame at 0.3s)
Reading the chart: the gold line is the operator's cumulative hit rate on AI-recommended pits. The dashed grey line is the 18% baseline measured from blind-control pits — cells the model would not have recommended. The system is genuinely predictive when the gold line is consistently above the dashed line with low p-value. Honest signal, not a vanity metric.
The system targets in two stages. Stage 1 uses satellite, geophysics, and historical data to compress your concession down to priority hectares. Stage 2 fuses handheld XRF readings on those priority hectares into a refined posterior, getting you to bench-level targets. Each new assay you log keeps sharpening it.
Compresses a 200 km² concession to 20–30 priority hectares using Sentinel-2 multispectral, ASTER alteration mapping, DEM-derived structure, and the published-occurrence prior.
50–100 XRF readings per priority hectare on an AI-designed sampling grid pick up gold and pathfinder elements (Cu, Zn, Pb, As, Sb). Fused with the satellite prior into a tighter posterior.
Every pit you log feeds the Bayesian update. After six months of operator data, the model is calibrated to your geology and reaches bench-level precision.
Sign in with the credentials provided to you. The dashboard loads your assigned area, your pit log, and your recommendations. No one else sees them.
Each account has its own credentials and is scoped to a specific area. Provided directly — no self-signup, no shared accounts.
The dashboard loads what's relevant to you — your AOI, your pit log, your recommendations. Other users see only their own.
Your data lives in your own encrypted tenancy on Cloudflare. Nothing shared, nothing indexed, nothing public. You can export at any time.
Nine capabilities tuned to a real Somaliland operator's day — not a research pipeline.
Each assay shifts the posterior on a 1.5–3 km Gaussian kernel and re-ranks candidate pits within 10 km. Cycle time from new assay to updated recommendation: under 24 hours.
Recommendations maximise expected gold per dollar — not raw probability. Cost is a model input, calibrated as your pit log grows.
QField + custom pit-log layer. MBTiles cached locally. Nightly camp Starlink sync. Works for weeks without connectivity.
Clan / xeer / diya zones, recent security incidents, surface water (NDWI), paved roads, Berbera distance, Puntland border buffer — all baked into the ranking.
Each target carries a logistics score alongside its geology score — distance to market, transport practicality, downstream feasibility. A high-grade target with no route to market is ranked lower than a moderate target you can actually sell.
Photograph an outcrop on the tablet. Get back: "Looks like shear-zone iron-oxide alteration. Similar to your pits #027 and #041 (2.3 and 1.8 g/t). Recommend panning 50 m N-NE."
Operator AOI never leaves your tenancy. End-to-end encrypted sync. Audit-trail exports are per-target signed CSVs — share only what the financier needs.
Every recommendation hashed, timestamped, GPS-locked, and chain-linked. The basis of the royalty calculation and your defence in any future audit.
Monthly target lists include low-probability cells the model would not otherwise recommend. Honest validation that the system is genuinely predictive, not confirming pre-existing intuition.
Sign in with the credentials provided to you. Your dashboard, your area, your data.