OIL & GAS
Find it before it's an incident.
Track corrosion and encroachment across the right-of-way, frame by frame, not survey to survey.
Offshore rigs, refineries, and pipeline corridors are the most visually complex and safety-critical environments on earth. LexData delivers precision annotation and continuous monitoring for equipment, personnel, and hazard detection at scale.
12k+ Precision image annotations delivered
The case study ↓// From this field · pipeline · rust · human · concrete cradles
Real footage · real labels · unretouched product output
// 01 · What breaks AI in oil & gas
Hazardous zone monitoring is still manual
Safety teams rely on human observation in environments where visibility is poor, access is restricted, and the stakes are measured in lives and regulatory penalties.
Rig imagery is unlabeled and unusable
Thousands of hours of camera footage captured across rigs and facilities, but no structured data to train AI models. The data exists - the labels don't.
Corrosion and wear evolve over time
Point-in-time inspections miss the progression. A valve that was fine last quarter is failing now. Without temporal tracking, you're always reacting instead of predicting.
// 02 · Inside LexLoop
LexAnnotate
Precision Safety
Annotate rig images with bounding boxes for machinery, valves, flanges, and personnel with PPE classification. Safety-focused labels tailored to oil & gas operations. 12k+ hazardous-zone annotations in production deployments.
LexInsight
Corrosion Tracker
Link visual detections to asset management systems. Map corrosion to specific valve IDs, track progression across inspection cycles, connect to maintenance scheduling and compliance codes.
LexAlert
Safety Alerts
Monitor deployed safety models against environmental changes - weather, lighting, equipment repositioning. Detect drift before it causes a missed hazard. Route failures back for immediate retraining.
// 03 · Where it runs
Rig Equipment & Machinery Detection
Automated inventory and status monitoring for critical rig assets.
Personnel & PPE Safety Monitoring
Real-time verification of helmets, vests, and safety harnesses.
Hazard Zone Intrusion Detection
Immediate alerts for unauthorized personnel in red zones.
Corrosion & Structural Degradation
Track rust spread on pipes and tanks over time.
Methane Leak & Emissions Monitoring
Visual detection of gas plumes via infrared/thermal imagery.
Offshore Platform Surveillance
24/7 visual monitoring of remote sea-based assets.
// 04 · In production
Hazardous Zone Monitoring
12k+
Precision image annotations delivered
Read the case study (PDF) ↓- The Challenge
- Lacked labeled rig imagery, delaying AI model training. Relied on manual monitoring in hazardous zones.
- Our Execution
- Annotated rig images with bounding boxes for machinery and personnel. Delivered precise, safety-focused labels.
- The Result
- Faster AI deployment with rapid model iteration. Improved safety through automated detection.
// 05 · Why LexData for oil & gas
01
Human-verified annotation for safety-critical environments. No margin for error.
02
Temporal intelligence tracks corrosion rates and equipment degradation over time.
03
Edge deployment for offshore and remote sites. Zero cloud dependency.
04
NERC CIP and DNV GL compliance-ready infrastructure.
// 06 · Same loop, different field
Bring us your oil & gas edge cases.
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