AI-native  ·  University of Stuttgart TGU  ·  Stuttgart, Germany

The AI Decision Layer
for Wind Farm Operations

Ventyx connects SCADA, alarms, weather, maintenance records and digital twin intelligence — helping site managers prioritize risks, investigate evidence, and turn validated decisions into work orders.

AI recommends.   Humans validate.   Operations move faster.

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Pilot-ready
MVP
10+
Years Wind Energy Expertise
Validated
North Sea & Baltic Sea
Human-in-the-loop
Decision Workflows

The Challenge

Existing systems generate more data than ever — but decisions still depend on manual interpretation.

SCADA, alarms, condition monitoring, weather and maintenance systems provide valuable information. But site managers still face the difficult task of interpreting fragmented signals, prioritizing risks, and deciding what action should be taken today.

Reactive Operations

Most maintenance decisions still start after alarms escalate or failures appear — leaving little room for early intervention.

Expert Bottleneck

Critical decisions depend on experienced engineers who cannot monitor every turbine, every signal, and every shift. As portfolios grow, expert knowledge becomes difficult to scale.

Fragmented Data

SCADA, alarms, weather, maintenance records and engineering models often live in separate systems. Valuable signals exist, but they rarely become unified operational intelligence.

Hidden Lifetime Impact

Traditional tools focus on immediate alarms. The accumulated effect of daily operation on fatigue, lifetime consumption and structural risk often remains invisible.

Product

Two intelligence layers for wind farm operations

Nexus combines AI Agents and Digital Twin intelligence to help wind farm teams understand today's priorities and tomorrow's risks.

AI Agents that help teams investigate, explain and act

Nexus AI Agents connect alarms, SCADA, weather and maintenance context to surface the issues that deserve attention. Site managers can review evidence, ask follow-up questions and move from uncertainty to operational clarity.

AI
Nexus AI Agent
Analyzing Turbine T12 · North Sea Wind Farm
High Priority
Why is Turbine T12 ranked as high priority today?
AI

T12 shows abnormal vibration warnings, increased fatigue accumulation over the last 24 hours, and wake-affected inflow conditions. The main evidence comes from SCADA trends, alarm history and digital twin load estimation.

SCADA trends Alarm history DT load estimate
Should we inspect it now or derate first?
AI

Based on the current forecast and estimated lifetime impact, I recommend temporary derating followed by inspection during the next low-wind window.

Not a static dashboard — an interactive, explainable, human-in-the-loop decision system.

Technology

Physics models and AI agents working together

Behind Nexus, physics-based digital twin models and AI agents work together to connect operational signals with long-term asset health — trained and validated on data from the North Sea and Baltic Sea.

Nexus Technology Architecture

Why Ventyx

Beyond monitoring. Towards operational intelligence.

Traditional systems show what happened. Ventyx helps teams understand what matters, why it matters, and what to do next.

Traditional Monitoring

Shows raw alarms
Requires manual interpretation
Focuses on short-term events
Data remains fragmented
Stops at visualization
Expert knowledge is hard to scale

Ventyx Nexus

Prioritizes operational risks automatically
Explains reasoning and evidence
Connects decisions with lifetime impact
Unifies operational context across all data sources
Supports human validation and work order generation
AI agents standardize decision support at scale

Who It Is For

Built for wind farm operations teams

Site Managers

Start each day with clear priorities instead of manually reviewing hundreds of alarms.

O&M Managers

Standardize operational decisions across teams, shifts and wind farms.

Asset Managers

Understand how today's operations affect fatigue, lifetime consumption and long-term asset value.

Technical Directors

Connect engineering models, operational data and AI decision support into one scalable workflow.

Get In Touch

See what your wind farm should prioritize tomorrow morning.

Book a demo to see how Ventyx turns alarms, data and digital twin insights into validated, executable operational actions.

contact@ventyx.tech
Stuttgart, Germany

About

Built by wind energy experts and AI-native product builders

Ventyx combines deep wind energy domain knowledge, digital twin engineering and AI-native product development to build the next generation of wind farm operational intelligence.

Alex Dexing Liu, Founder and CEO of Ventyx Technology
Alex Dexing Liu
Founder & CEO

Bringing 10+ years of wind energy experience from a world-leading wind turbine OEM and the University of Stuttgart. He combines turbine engineering, offshore digital twin research, fatigue assessment, and AI agent development to build decision-support systems for wind farm operations.

LinkedIn
Chengqi Zhu, Co-founder and CPO of Ventyx Technology
Chengqi Zhu
Co-founder & CPO

Bringing 10+ years of product design experience from IBM, Twitter, and ByteDance. At Ventyx, he leads product strategy and user experience to turn complex AI and digital twin technology into intuitive tools for wind farm operations.

LinkedIn

Vision

Step by step toward autonomous wind farm operations

Now

Digital Twin + AI Copilot

Pilot-ready decision support for daily operations, lifetime tracking and validated work orders.

Next

Portfolio O&M Intelligence

AI-assisted operational intelligence across multiple wind farms, teams and regions.

Future

Robotics-ready Operations

Connecting AI decisions with inspection robots, autonomous maintenance workflows and field execution systems.

Nexus Pilot Access

by Ventyx Technology

Nexus is currently available for pilot customers and invited partners.

Please request access or contact us to schedule a demo.

Request Demo Access