Enercore AI

Enercore AI

Oil & Gas

Change Detection GIS

GPU-accelerated satellite change detection with ChangeFormer deep learning

The Challenge

Land position owners can't efficiently detect unauthorized encroachments, new construction, or road changes across thousands of acres — manual aerial surveys are expensive and infrequent.

~2 secPer-tile GPU inference time
26Input channels (13 bands x 2 time periods)
$2-5MAnnual revenue recovery potential
WeeklyChange detection monitoring cadence

Key Capabilities

ChangeFormer ML

Transformer-based semantic segmentation (ResNet-50/ViT backbone) processes 26 channels in ~2 sec/tile on GPU.

Lease Road Digitization

Complete field road network — 'Google Maps for the field' — for navigation and ROW certification.

Safety Compliance

Automatic detection of structures near wells and pipelines for evacuation planning and regulatory compliance.

Encroachment Tracking

Revenue recovery workflow identifying unauthorized land use with $2-5M/year in trespassing claims.

Hidden Discovery

What your data is hiding — patterns invisible to human analysis, detectable only through ML correlation.

Surface

Satellite imagery shows no obvious changes between survey periods

Hidden Pattern

ChangeFormer detects subtle land use changes invisible to manual review — new access roads, cleared areas, and structure encroachments

Impact

$2-5M/year revenue recovery from unauthorized encroachment detection

Technology

Built on Snowflake with enterprise-grade security, rate limiting, and audit logging.

Cortex Services
Cortex AnalystCortex Search
Tech Stack
ReactTypeScriptPyTorchMapbox/Deck.glSPCS

See Change Detection GIS in Action

Request a personalized demo to explore how Change Detection GIS surfaces hidden patterns in your oil & gas data.

Enercore AI

Enercore AI

AI-powered intelligence for energy, construction, and industrial operations.