MINING & ENERGY FINANCE INTELLIGENCE
GISclaw v2.1
DeepSeek-V3.2
⚠ Flood Risk Active
Agent Online — Ready
Input & Setup
Run Analysis
IC Dashboard
Monitoring
RUNNING GISCLAW ANALYSIS ENGINE
Project Boundary & Data Inputs
Load Demo Project
SPATIAL CANVAS — EPSG:4326
⊕
Draw Boundary
⤢
Upload Shapefile
⧉
Layers
⊙
Zoom to Fit
Project Boundary
Project Name
Project Type
CAPEX Estimate (USD M)
Loan Request (USD M)
Project Life (years)
Coordinates (lat, lon)
Geospatial Datasets — Select Active Layers
Sentinel-2
SRTM DEM
Copernicus DEM
CHIRPS Rainfall
Landsat
ALOS PALSAR-2
WorldPop
OSM Roads
Global Forest Change
GEDI Canopy
ESA WorldCover
MODIS Fire
Protected Areas
Key Biodiversity Areas
Water Stress
Global Power Plants
Flood Risk Intelligence — Results
HIGH RISK
Export GeoTIFF
Analysis Pipeline100%
FLOOD EXPOSURE MAP — 100yr RETURN PERIOD
Mine Boundary
100yr Flood Zone
Flood Depth >1m
SCHEMA ANALYSIS ✓
CRS: EPSG:32648
Bands: 4 (RGB+NIR)
Resolution: 10m
Cloud Cover: 3.2%
Flood Frequency Score
8.4/10
100-yr return period · High severity
Flood Depth Estimate
1.8m
Peak inundation depth at boundary
Asset Exposure
34%
Of total project footprint at risk
Annual Exceedance Prob.
1.2%
Based on CHIRPS 30-yr analysis
Module Risk Breakdown
Flood Exposure
84%
Drainage Capacity
31%
Tailings Dam Risk
62%
Road Access Disruption
55%
Power Grid Exposure
28%
Financial Impact Estimates
Construction Delay Prob.
38%
Expected 6–14 month delay window
Estimated Annual Loss
$18M
Revenue-at-risk per year
Required Contingency
$45M
Flood protection CAPEX
Opex Uplift (annual)
$3.2M
Pump & drainage operations
Investment Committee Dashboard
Oyu Tolgoi · USD 500M · 2026-06-03
72
Climate Risk
68
Nature Risk
55
Social Risk
B+
Bankability
Financial Impact Summary
Risk FactorRisk LevelFinancial ImpactType
Flood Risk (100yr) HIGH +$45M CAPEX Construction
Biodiversity Offset HIGH $34M Compliance
Community Resettlement MOD $48M Social
Water Security MOD $18M/yr Revenue-at-Risk
Infrastructure Gap MOD +$32M CAPEX Construction
Climate Transition LOW Monitored ESG
⬡ GISclaw Credit Recommendation
Loan Request
USD 400M
Approved Debt Capacity
USD 320M
Reserve Requirement
USD 65M
Margin Adjustment
+75 bps
DSCR Covenant Floor
1.35×
Conditions Precedent
Flood EPC + ESIA
Scenario Comparison
BASE CASE
USD 320M
+75bps · 65M reserve
MOD RISK
UPSIDE — FLOOD PROTECTION BUILT
USD 370M
+50bps · 35M reserve
LOW RISK
DOWNSIDE — BIODIVERSITY TRIGGER
USD 200M
+140bps · 100M reserve
HIGH RISK
Agentic Asset Monitoring
Configure Alerts
Last Sentinel-2 Pass
2026-05-31
3 days ago · Cloud 6.1%
Rainfall Anomaly (30d)
+142%
Above 30yr mean — Alert active
NDVI Change
+3.1%
Vegetation recovery detected
Covenant Monitoring
CovenantThresholdCurrentStatus
DSCR (trailing 12m)≥ 1.35× 1.52× PASS
Flood Reserve≥ USD 65M $68.2M PASS
Biodiversity ESIAFiled & Active In review WATCH
Rainfall 30d Alert< 130% mean 142% BREACH
⚠ ACTIVE ALERT — 2026-06-03 04:12 UTC
CHIRPS satellite rainfall anomaly detected: +142% above 30-year mean in project catchment area. GISclaw recommends triggering flood covenant review and requesting updated drainage engineer's report within 30 days.
▲ GISclaw Agent Log ● 12 steps completed
[04:12:01]INIT Schema Analysis → 6 datasets loaded; CRS alignment check passed
[04:12:03]ACQ Sentinel-2 L2A patch acquired — 10m resolution, cloud 3.2%
[04:12:05]ACQ SRTM DEM downloaded — 30m resolution, void filled
[04:12:07]ACQ CHIRPS 30yr rainfall composite loaded — monthly climatology
[04:12:11]EXEC Flood depth model: HAND + DEM → inundation surface generated
[04:12:14]EXEC Asset intersection: project_boundary.shp × flood_100yr.tif → 34% exposure
[04:12:18]EXEC Financial model: delay_prob=38%, eal=$18M/yr, contingency=$45M
[04:12:20]WARN Domain knowledge injected: flood_depth = -(elevation + threshold_cm)
[04:12:22]EXEC Risk score composite: 8.4/10 → HIGH classification
[04:12:24]DONE Results saved → pred_results/flood_risk_oyu_tolgoi_20260603.geotiff
[04:12:24]DONE Credit recommendation generated — see IC Dashboard