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Energy

PLAN FOR TOMORROW’S VOLATILITY, WITH CONFIDENCE.

The future of Power generation is distributed, weather-dependent, and complex. You’re expected to keep customers loyal, balance consumption and generation. Deliver safe, dependable energy while driving down cost. And hedge against an unpredictable future—all while accelerating the transition to renewable energy.

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How We Help You 

Forecasting

We develop accurate forecasting models of electricity demand, prices, and renewable energy integration. These models enable smarter coordination in distributed markets.

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How AI can support Power Generation challenges

GRID PLANNING 
& OPERATIONS.

ML6 helps system operators turn grid complexity—electricity, hydrogen, and beyond—into a competitive advantage. Our AI solutions enable smarter operations today and better investment choices tomorrow. 

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When Energy Needs

Exceed the Grid's Capacity.

When take-off or feed-in pushes the grid beyond its limits, the result is network congestion. Traditionally, the answer has been costly reinforcements: more transformers, bigger cables, and long delays. AI-based congestion management changes the game. 

YOUR IMPACT
More grid capacity minus the costly reinforcements.

In the short term, AI helps to maximize power flows today while buying time for smarter, future-proof investments. This can be achieved through topology optimization, dynamic equipment rating, or predictive maintenance.

Congestion 
Management 

More grid capacity minus the costly reinforcements.

Corrective—Relieve Congestion In Real Time

Redispatching


The grid operator instructs specific power plants to adjust their generation patterns to alter physical flows in the transmission system and alleviate physical congestion.

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Preventive & Predictive 
— Avoid Congestion Before It Happens

Accurate forecasts can reduce the risk of grid instability and the cost of balancing. They can help optimize the procurement and deployment of ancillary services, reducing the need for costly balancing actions such as emergency generation dispatch or load shedding.

 

NETWORK 
PLANNING

As renewable energy adds complexity and uncertainty, traditional methods fall short in real-time balancing. AI with Reinforcement Learning (RL) unlocks new flexibility, adapts instantly to changing conditions, and ensures more reliable, cost-efficient operations.

What is RL?

Reinforcement Learning (RL) is a branch of artificial intelligence where a system (the agent) learns how to make decisions by interacting with its environment.

Existing software, computational methods, and optimal power flow solvers struggle to perform real-time network operations within a reasonable computational time on short temporal horizons. RL, on the other hand, enables real-time adaptation by learning from experience and adjusting its strategies based on the current network.

 

DYNAMIC EQUIPMENT RATING.

Meet rising demand without waiting for costly grid reinforcements.
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Boost Capacity By Up To 200%

Dynamic Equipment Rating (DER) is a method for safely increasing the capacity of grid assets—such as overhead lines, underground cables, and transformers—by adjusting their ratings in real-time (for example, based on weather and grid conditions) instead of relying on conservative, fixed limits. With AI-powered predictions, operators can safely boost capacity by up to 200%, accelerate new connections, and cut congestion costs.

NETWORK EXPANSION PLANNING.

Investing where it matters most.

The old “fit and forget” grid no longer works. Renewables and electrification are pushing networks to their limits—causing voltage fluctuations and congestion. Operators can’t keep up with reinforcement alone, making smarter, more adaptive solutions essential to stay ahead of demand. AI can help navigate these uncertainties by enabling the simulation of future scenarios and facilitating the identification of optimal investment actions to accommodate them.

AI can help simulate the behavior of users acting according to predefined objectives in different circumstances.

MARKET 
FORECASTING.

Anticipate where most value can be created. Forecasting market prices enables you to make informed decisions about which markets to participate in and which positions to take.

Consecutive Wholesale Markets

Forecasts of consecutive wholesale markets can help traders refine their positions as new markets become available and time frames shorten.

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Build for leaders of tomorrow. Available today.

Schedule a C-suite session to explore how to transform your way of working.

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GENERATION
FORECASTING.

You can no longer rely on traditional demand forecasting. With electrification, renewables, evolving metering, and smart energy systems, our consumption patterns are more volatile and complex than ever—making accurate forecasting critical to stay in control.

Our Solutions

Turn Uncertainty Into Opportunity

By updating forecasts across shorter timeframes, operators can secure better wholesale market positions—cutting imbalance costs and reducing curtailment.

From Single Forecasts To Smart Scenarios

Probabilistic forecasting delivers not one prediction, but a range of scenarios with likelihoods. This enables smarter, risk-based trading strategies that protect margins and boost flexibility.

DEMAND
FORECASTING.

At ML6, it's not the algorithms that make the difference — it's the people. From data scientists to engineers, strategists to creatives, these are the minds shaping the future of AI. Get to know the real intelligence behind ML6.

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Our Solutions

Segment the Portfolio 
for Clarity

AI-driven clustering groups customers with similar load profiles, giving operators a structured view of their portfolio. This high-level perspective makes it easier to understand, anticipate, and manage overall demand behavior.

Forecast at Every Level

Hierarchical forecasting combines granular insights (per asset or segment) with aggregated trends across the portfolio. This dual view improves accuracy, smooths anomalies, and captures both detail and the bigger picture.

INVESTMENT 
ANALYSIS.

When you invest in renewable energy, you need a clear business case—one that shows your ROI and ensures the system is designed at the right scale for maximum impact.

Our Solutions

Forecasts

Forecasts: AI can help forecast important variables under different scenarios, which can be used to simulate future behavior of the system.

Simulation

Simulation: Some aspects of the setup may be difficult or expensive to model using physics-based methods, and can instead be modeled based on input and output data using machine learning.

Sizing

Configuration options expand significantly when operational strategies are considered. RL cuts through the complexity—exploring, learning, and quickly zeroing in on the best configurations.

BATTERY VALUE 
STACKING.

Battery Energy Storage Systems (BESS) are no longer just for cost savings. Utility-scale systems now generate revenue by playing across wholesale, imbalance, capacity, and ancillary markets. Optimizing participation is complex—but the upside is enormous.

Our Solutions

Forecasting

Forecasts of market prices, and any local generation or load are needed to enable informed decision-making.

Optimal Control

RL algorithms allow the system to learn optimal control strategies through trial and error, while adapting to changing grid conditions, electricity prices, and battery characteristics.

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Calculating Potential Savings of Different Battery Sizes

Most batteries today only store excess solar power, but this basic strategy rarely delivers a positive ROI. Our demo shows how smart optimization—charging when prices are low and discharging when prices are high—can significantly boost savings and payback.

Try the demo and see how much you could save
Try the demo and see how much you could save

Portfolio position management.

ML6 helps BRPs optimize their portfolio positioning across all time horizons. Our AI solutions drive strategic long-term investments, cross-market hedging, value stacking, and short-term balancing to maximize returns and minimize risk.

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When Market Volatility Threatens Your Bottom Line.

In an increasingly volatile energy landscape with more renewables and decentralized prosumers, forecasting generation and demand has become a major challenge. The resulting uncertainty and amplified market volatility raise the costs of forecasting errors, making it difficult to maintain a balanced portfolio and exposing your business to significant financial risk from unforeseen imbalances.

YOUR IMPACT
Maximum control
over market risk.

In the short term, AI-driven forecasting and probabilistic models enable a continuous refinement of your trading positions as market time frames shorten. This helps you anticipate price fluctuations in wholesale markets and make real-time adjustments to your portfolio, minimizing imbalance costs and preventing the curtailment of generation.

Flexibility monetization.

ML6 helps market participants from energy-intensive industries to utility-scale BESS and EMS providers monetize their flexibility. Our AI solutions help forecast energy prices and optimize both bidding and asset steering to maximize revenue across electricity markets.

When the Grid Offers a New Revenue Stream.

The increasing presence of renewables creates price volatility, making it challenging for market participants to manage their assets. This unpredictability creates an opportunity: assets with flexible consumption or production—like Battery Energy Storage Systems (BESS) or industrial loads—can generate significant revenue by adapting to market conditions. However, manually optimizing participation across multiple markets (wholesale, ancillary, etc.) is complex and requires split-second decisions.

YOUR IMPACT
Maximum revenue from flexible assets.

In the short term, AI solutions, such as Reinforcement Learning (RL) and forecasting, enable systems to learn and adapt to dynamic market conditions. This allows for the optimal control of assets, automatically steering them to charge or discharge at the most profitable times.

From Complexity To Clarity

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AI ADVISORY

Whether you're a C-level executive, innovation lead, or business strategist, we help you confidently shape your AI vision—pinpointing high-impact use cases and guiding you to the right people, governance, and architecture decisions to accelerate execution.

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AI ENGINEERING

Build your bold vision with solid AI. We have deep AI-native expertise and a focus on tangible results. We engineer AI solutions that are robust, secure, and production-ready—seamlessly integrated into your enterprise stack, driving real business impact from day one.

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WHY WORK
WITH ML6?

Because the energy sector doesn’t need more technology promises — it needs results.
Tailored for complex energy environments.
  • Future-proof architectures: Scalable, API-driven, integration-ready
  • Proven outcomes: Lower forecasting errors, improved margins, accelerated time-to-market
13

years of AI native expertise

400+

AI projects delivered

9/10

is the average NPS score our customers give us

12

weeks of average time-to-value

120+

AI-native experts at your fingertips

17%

of time of our engineers is dedicated to deep tech research

The impact we made

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inspired.

Stay in the loop with stories from our team, success cases from our clients, and news on what we’re building behind the scenes. Whether it's a deep dive into the latest in AI, a behind-the-scenes look at a real-world implementation, or product updates we’re proud of — here’s what’s been happening lately.

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PLAN FOR 
TOMORROW’S 
VOLATILITY, 
WITH AI.

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Benjamin PraatsClient Executive