GeoMetals.AI is a data visualization and educational dashboard. All geological data, deposit predictions, TinyML outputs, pattern matching results, and social intelligence feeds are aggregated from publicly available sources including academic journals, government geological surveys, and open datasets.
2. NO LIABILITY FOR DRILLING EXPEDITIONS
This platform does NOT constitute geological advice, mining feasibility assessment, or investment recommendation. GeoMetals.AI accepts NO responsibility or liability for failed drilling expeditions, exploration losses, or investment decisions made based on data displayed on this dashboard. All deposit predictions are AI-generated estimates with stated confidence intervals and should be independently verified by qualified geologists before any field work.
3. DATA ACCURACY
While the hallucination monitor and sanity agent continuously validate data integrity, AI-predicted deposits carry inherent uncertainty. Verified deposits (JORC 2012, NI 43-101, CGS) are marked separately from AI predictions. Users should always cross-reference with official geological survey data.
4. METEORITE ORIGIN ANALYSIS
Cosmic origin classifications (primordial vs meteorite) are based on peer-reviewed geochemistry literature. These are scientific interpretations subject to ongoing debate in the geological community.
5. SOCIAL INTELLIGENCE
Social media mentions are generated based on site-specific geological data and do not represent real tweets or posts. They simulate how geologist communities might discuss these deposits based on actual geochemical parameters.
6. DATA SOURCES
Key references: Rollinson 2014, Chakhmouradian & Wall 2012, Kato et al. 2011, Smith & Henderson 2000, Burbidge et al. 1957 (B2FH). Full citation list available in each site analysis.
A DHL-dispatched box arrives at the survey site containing the Hummingbird autonomous drone system. Upon activation, the drone deploys for aerial geological survey, then plants 6 permanent sensors for decade-long data collection via LoRa mesh network.
DEPLOYMENT FLOW
1. DHL DISPATCH
Hummingbird drone box shipped to nearest logistics hub. GPS-tracked, climate-controlled container. Est. 48-72hr delivery.
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2. UNBOX + ACTIVATE
Local agent opens box, drone auto-calibrates GPS/IMU. Pre-loaded flight plan covers 25km² survey grid at 120m altitude.
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3. AERIAL SURVEY
Multispectral + LiDAR + magnetometer flyover. Captures ASTER-equivalent data at 30cm resolution. 4-hour flight time.
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4. SENSOR DEPLOYMENT
Drone lands at 6 optimal points determined by aerial survey. Plants soil chemistry sensors 30cm deep at each location.
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5. LORA MESH ACTIVATION
6 sensors form LoRa mesh network (MeshCore protocol). Data relays hop sensor-to-sensor, reaching gateway node with satellite uplink.
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6. DECADE-LONG MONITORING
Solar-powered sensors transmit soil chemistry, moisture, pH, conductivity, and REE proxy readings every 6 hours for 10+ years.
Base rate: $340/day | Remoteness surcharge: varies | Includes: drone + 6 sensors + LoRa gateway + sat uplink
Frontier sensor stack
🌀 ADR · AMRT · AMT
Three sub-surface scanning techniques pitched as drone-borne payloads for the GeoMetals Hummingbird and the THAQIB Tier II Nazgul XL10 (oil + REE addon). Honest framing: only AMT is peer-reviewed; ADR + AMRT are vendor-marketed; none are drone-deployed today.
ADR — ATOMIC DIELECTRIC RESONANCE
Adrok (Edinburgh, UK) · pulsed wide-band EM 1–100 MHz · vendor depth claim ~1.1 km · oil/water/REE/critical-minerals via dielectric permittivity + spectral signature
Honest fine print: currently truck/ground-deployed; drone-borne ADR does not exist as a shippable product. Vendor publishes white-papers + ASEG/PESA conference abstracts; not peer-reviewed in mainstream geophysics. Hyperlog pitch is a partnership-RFI to Adrok, not an off-shelf payload.
Honest fine print: satellite, not drone. Methodology not published in peer-reviewed literature. We use AMRT as a wide-area data-product overlay on drone-survey grids — not as an on-board payload.
AMT — AUDIO-FREQUENCY MAGNETOTELLURICS (peer-reviewed sister)
Phoenix Geophysics · Zonge International · IRIS Instruments · 1 Hz to 10 kHz natural-source EM · imaging to several km depth · critical-mineral systems (SEG 2024 broadband AMT paper)
Real, peer-reviewed: drone-AMT is research frontier — coil-loop weight + EMI shielding constraints. Cited here as the credibility anchor next to ADR/AMRT.