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