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
Ask which valves show the most corrosion growth across passes, and get an answer with the mask and the frame behind it, each one still held for a person to grade against the asset's own standard.
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
Every vessel, skid and valve boxed against the site's own plan, from a drone or walk-round pass already taken.
Personnel & PPE Safety Monitoring
A bare head or a missing vest found on each person in the zone, from the gate camera already watching it.
Hazard Zone Intrusion Detection
A person or a vehicle found inside the zone drawn on the site's own camera, the alert sent with the frame attached.
Corrosion & Structural Degradation
Each corroded patch masked and held for a person to grade against the asset's own standard.
Methane Leak & Emissions Monitoring
Visual detection of gas plumes via infrared/thermal imagery.
Offshore Platform Surveillance
A vessel, a person or a change on deck, pulled from the platform's own cameras for someone to look.
// 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
Every mask held for a person to grade against the asset's own standard before it reaches a work order.
03
A runner beside the recorder for offshore and remote sites, so footage stays local and only doubted frames travel.
04
12k+ precision image annotations delivered, every one checked by a person before it trained a model.
// 06 · Same loop, different field
Bring us your oil & gas edge cases.
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