LEARNING SYSTEM

Turning decades of inspection data into intelligence that learns, connects, and never forgets.

Transform how Operators learn from every inspection.

Are you a start-up ready to make data work smarter?

Across the subsea sector, insights from inspections and reports are often lost in archives. Valuable lessons remain buried in historical data, while similar issues reappear year after year.

Operators have defined a challenge: they need AI that continuously learns from past reports, surfaces recurring patterns, and ensures every anomaly informs the next campaign.

Learning System is about developing AI that connects insight to improvement, creating a loop where every inspection makes the next one smarter.

This is your opportunity to build the intelligence layer that unites data, experience, and operational learning across the subsea ecosystem.

Tide Breaker Learning System

What needs solved?

Operators need AI that analyses portfolio-wide inspection data to detect trends, predict recurring issues, and automatically capture lessons learned across assets. The goal: to create a connected knowledge system that never loses context.

We’re looking for start-ups who can:

  • Analyse portfolio-wide data to detect anomalies and patterns
  • Learn from diverse data sources including media, reports, and logs
  • Convert insights into proactive recommendations for Operators
  • Enable continuous improvement across inspection and maintenance programmes

Solutions should integrate seamlessly with existing infrastructure, enabling smarter, data-driven decision-making across teams and operations.

You’ll gain access to:

  • Decades of archived inspection and maintenance data
  • Subject matter experts to support training and validation

Why it matters.

Knowledge loss costs Operators time, money, and safety. Reports are written, stored, and forgotten, insights fade as teams change and data piles up. AI can stop that cycle.

Learning System challenges start-ups to build solutions that continuously connect the dots, ensuring every inspection, every anomaly, and every fix strengthens the next decision.

Your innovation could help Operators:

  • Detect and prevent failure through early pattern recognition
  • Cut root cause analysis time across asset portfolios
  • Achieve year-on-year improvement through systematic learning
  • Preserve expert knowledge inside AI systems, resilient to personnel turnover

Where AI fits.

Your technology could enable one or more of these critical AI capabilities:

Intelligent Insight
AI that analyses and summarises activities and anomalies across inspection data.
Root Cause Automation
Systems that review historical records to identify, compare, and apply learnings across assets.
Trending
AI that recognises anomaly patterns and emerging failure modes portfolio wide.

Together, these capabilities form a living learning loop, one where experience compounds into continuous improvement.

JOIN THE

programme

The knowledge exists. The challenge is unlocking it. If your start-up can build AI that transforms inspection history into operational intelligence, join the Tide Breaker programme and help Operators build a smarter, safer subsea future.