Robotics  ·  AI  ·  Advanced Materials

Predict.
Prevent.
Protect.

Next-generation industrial corrosion management powered by the synergy of Autonomous Robotics, Physics-Informed AI, and Advanced Protection Materials.

Explore Technology
20–40%
Downtime reduction
2–3×
Asset life extension
100%
Regulatory auditability
Industry Challenge

Traditional AI falls short in
asset-intensive operations

These are the daily frustrations of operations managers — and the exact problems CorroSense addresses.

01
Sparse Data Problem
Data Scarcity in Critical Infrastructure
Oil & gas pipelines and utility grids — failures are rare events, leaving purely data-driven models blindly underperforming precisely when it matters most.
02
Coupled Physics Problem
Complex Multi-Physics Systems
Corrosion interacts simultaneously with flow dynamics, thermal stress, and mechanical vibration. Single-domain models miss these coupled degradation signatures.
03
Compliance Problem
Safety & Regulatory Requirements
Industrial AI must be certifiable and explainable. Black-box models cannot be validated against physical constraints or accepted by regulators.
04
Edge Compute Problem
Real-Time Edge Decisions
Field operations require ultra-low latency compute on-site. Our physics structure enables deployable intelligence right at the asset — no cloud dependency.
These are not hypothetical scenarios. These are the daily frustrations of operations managers in asset-heavy industries — and the exact problems our solution addresses.
Our Method

Physics-Informed AI

Traditional AI fails where data is sparse. CorroSense embeds core physics laws directly into its AI engine — continuously verified by real inspection data — delivering small-data capable, auditable, certifiable asset health tracking.

Physics Laws & Rules
  • NORSOK M-506 standard
  • Butler-Volmer kinetics
  • de Waard corrosion model
  • Electrochemical constraints
+
Real Inspection Data
  • Crawler robot (CR2 / TR1) sensors
  • Ultrasonic & NDT thickness data
  • SCADA / DCS process streams
  • Lab & fluid analysis
PI-AI Engine — Continuously Verified
Every inspection cycle feeds real-world data back into the model — sharpening prediction accuracy over time.
Physics-constrained Small-data capable Continuously fine-tuned Explainable & auditable
Products

Three Pillars for Managing Corrosion.

An integrated suite addressing every dimension of corrosion management — from physical inspection to molecular protection.

CR2 Advanced Pipeline Crawler Robot
Crawler Robots

Ground-Truth Data for AI Verification

Every inspection run captures real, physical measurements from the field — the verification data that continuously fine-tunes the PI-AI Engine's prediction accuracy.

CR2
Advanced Pipeline Crawler Robot

Expansion-grip high-performance crawler designed for comprehensive internal inspections across Petrochemical, Oil & Gas, and Water supply infrastructure. Exerts radial forces against pipe walls for stable traction in ferrous and nonferrous pipelines.

NDT sensing Thermal & acoustic Visual inspection Ferrous / nonferrous
TR1
Advanced Confined-Space Rover

High-mobility tracked robot engineered for precision inspection in flat, narrow, and hazardous environments. Ideal for HVAC auditing, crawl space exploration, structural integrity checks, and industrial pipe networks.

HVAC auditing Crawl spaces Narrow passages Hazardous envs
🔁
Verification data feeds back into the PI-AI Engine — improving prediction accuracy with every inspection cycle
🗺️
Spatially-referenced, high-fidelity measurements at the exact point of degradation
Value & ROI

Tangible results for asset-intensive industries

CorroSense delivers measurable outcomes — faster, better corrosion prediction that transforms reactive maintenance into planned, data-driven operations.

0%
Reduction in unplanned downtime
(20–40%)
Physics-informed degradation models identify hidden structural risks and failures long before they cause disruptions.
Extension of asset life & ROI
(2–3×)
Precision data from autonomous rovers unlocks perfectly-timed proactive maintenance over costly reactive emergencies.
0%
Regulatory auditability
Physics-constrained outputs generate clear compliance tracking reports — certifiable and ready for inspector review.
↑ ROI
Shift from reactive to predictive
Replace costly emergency responses with planned, data-driven maintenance schedules. Reduce total cost of ownership across your entire asset base.
🤖
Robotics
Ground-truth sensor data from real inspections — the facts that train and validate AI models
×
🧠
Physics AI
Intelligence that understands the physics — predicting degradation beyond what data alone can reveal
×
⚗️
Materials
Engineered inhibitors and coatings that protect and repair — completing the full protection lifecycle
Company

Built at the intersection of
Robotics, Chemistry & AI

CorroSense Limited is co-founded with deep technologies labs and supported by world-class academic institutions. Our multidisciplinary team bridges cutting-edge research with industrial-scale corrosion management.

🤖
Robotics
CR2 & TR1 crawler robots for comprehensive pipeline and confined-space inspection
🧠
AI Engine
PI-AI surrogate models, digital twins, LLM agents for real-time prediction and decision support
⚗️
Materials
Advanced solid, vapor, and liquid-phase corrosion inhibitors for comprehensive asset protection
Contact Us
Ready to protect your critical assets?

Whether you're an O&G operator, refinery engineer, port infrastructure manager, or industrial asset owner — we'd like to show you what CorroSense can do.

Email
contact@corrosense.ai
Headquarters
CorroSense Limited
Unit S15, 21/F, W Luxe, No. 5 On You Street
Shek Mun, Sha Tin, Hong Kong
Response time
Within 1 business day