Solving the Thermal Crisis with Intelligent Technology
Solving the Thermal Crisis with Intelligent Technology
Fluorion is building the essential intelligence layer for thermal management,
enabling the next era of performance and efficiency in high-power systems.
Fluorion is building the essential intelligence layer for thermal management,
enabling the next era of performance and efficiency in high-power systems.
Solving the Thermal Crisis with Intelligent Technology
Fluorion is building the essential intelligence layer for thermal management, enabling the next era of performance and efficiency in high-power systems.
The "Big Heat" Problem:
Thermal Management is the New Big Data
The "Big Heat" Problem:
Thermal Management is the New Big Data
The "Big Heat" Problem:
Thermal Management is the New Big Data
The Scale
Just as 'Big Data' became the critical resource bottleneck for AI a decade ago, 'Big Heat' is the fundamental physical bottleneck limiting performance today. From EVs to AI chips, power densities are soaring, but up to 50% of energy is wasted as heat.
The Impact
At the heart of our platform is the Panofluxa AI Core, powered by cutting-edge, physics-informed AI, including novel frameworks like our 'Entropy-Reset PINN'. This allows us to create real-time digital twins that predict thermal behavior with unparalleled accuracy.
The Core Issue
The challenge isn't a lack of cooling components. It's a lack of system-level thermal intelligence. Heat is managed reactively, component by component, without a holistic, predictive understanding – like trying to manage a city's traffic looking only at individual cars.
The Scale
Just as 'Big Data' became the critical resource bottleneck for AI a decade ago, 'Big Heat' is the fundamental physical bottleneck limiting performance today. From EVs to AI chips, power densities are soaring, but up to 50% of energy is wasted as heat.
The Impact
At the heart of our platform is the Panofluxa AI Core, powered by cutting-edge, physics-informed AI, including novel frameworks like our 'Entropy-Reset PINN'. This allows us to create real-time digital twins that predict thermal behavior with unparalleled accuracy.
The Core Issue
The challenge isn't a lack of cooling components. It's a lack of system-level thermal intelligence. Heat is managed reactively, component by component, without a holistic, predictive understanding – like trying to manage a city's traffic looking only at individual cars.
The Scale
Just as 'Big Data' became the critical resource bottleneck for AI a decade ago, 'Big Heat' is the fundamental physical bottleneck limiting performance today. From EVs to AI chips, power densities are soaring, but up to 50% of energy is wasted as heat.
The Impact
At the heart of our platform is the Panofluxa AI Core, powered by cutting-edge, physics-informed AI, including novel frameworks like our 'Entropy-Reset PINN'. This allows us to create real-time digital twins that predict thermal behavior with unparalleled accuracy.
The Core Issue
The challenge isn't a lack of cooling components. It's a lack of system-level thermal intelligence. Heat is managed reactively, component by component, without a holistic, predictive understanding – like trying to manage a city's traffic looking only at individual cars.
Beyond Components:
Why Existing Solutions Fall Short
Beyond Components:
Why Existing Solutions Fall Short
Beyond Components:
Why Existing Solutions Fall Short
Traditional Approach: Component-Focused & Reactive
Focuses on optimizing individual hardware parts (heatsinks, pumps).
Relies on simple controllers reacting after heat builds up.
Components often sourced from different vendors (like BYD buses using Spheros HVAC) work in isolation without system coordination .
Energy recycling is only one small piece of the puzzle, often inefficiently implemented.
Treats thermal management as a static design problem, not a dynamic operational one.
Traditional Approach: Component-Focused & Reactive
Focuses on optimizing individual hardware parts (heatsinks, pumps).
Relies on simple controllers reacting after heat builds up.
Components often sourced from different vendors (like BYD buses using Spheros HVAC) work in isolation without system coordination .
Energy recycling is only one small piece of the puzzle, often inefficiently implemented.
Treats thermal management as a static design problem, not a dynamic operational one.
Traditional Approach: Component-Focused & Reactive
Focuses on optimizing individual hardware parts (heatsinks, pumps).
Relies on simple controllers reacting after heat builds up.
Components often sourced from different vendors (like BYD buses using Spheros HVAC) work in isolation without system coordination .
Energy recycling is only one small piece of the puzzle, often inefficiently implemented.
Treats thermal management as a static design problem, not a dynamic operational one.
Fluorion: The Intelligent Orchestration Layer
Provides the predictive AI brain (Panofluxa Core) to orchestrate the entire thermal system.
Creates a real-time digital twin for holistic, multi-scale understanding (from chip/cell level to full system).
Enables adaptive optimization across all components, regardless of vendor.
Leverages AI from design (generative design for components) through real-time operation.
Unlocks efficiency before needing complex energy recycling, making any downstream recycling more effective.
Fluorion: The Intelligent Orchestration Layer
Provides the predictive AI brain (Panofluxa Core) to orchestrate the entire thermal system.
Creates a real-time digital twin for holistic, multi-scale understanding (from chip/cell level to full system).
Enables adaptive optimization across all components, regardless of vendor.
Leverages AI from design (generative design for components) through real-time operation.
Unlocks efficiency before needing complex energy recycling, making any downstream recycling more effective.
Fluorion: The Intelligent Orchestration Layer
Provides the predictive AI brain (Panofluxa Core) to orchestrate the entire thermal system.
Creates a real-time digital twin for holistic, multi-scale understanding (from chip/cell level to full system).
Enables adaptive optimization across all components, regardless of vendor.
Leverages AI from design (generative design for components) through real-time operation.
Unlocks efficiency before needing complex energy recycling, making any downstream recycling more effective.
Our Vision:
Making Thermal Intelligence the New Standard
Our Vision:
Making Thermal Intelligence the New Standard
Our Vision:
Making Thermal Intelligence the New Standard
We envision a future where energy isn't wasted fighting heat, but intelligently managed to unlock new levels of performance and sustainability. Where EV batteries charge faster and last longer, data centers compute more with less energy, and critical systems operate with unprecedented reliability.
Fluorion is building the essential intelligence layer to make this possible. Just as NVIDIA provides the core compute engine and Scale AI provides the critical data infrastructure for the AI revolution, Fluorion provides the core thermal intelligence required for all high-performance systems to operate optimally.
We envision a future where energy isn't wasted fighting heat, but intelligently managed to unlock new levels of performance and sustainability. Where EV batteries charge faster and last longer, data centers compute more with less energy, and critical systems operate with unprecedented reliability.
Fluorion is building the essential intelligence layer to make this possible. Just as NVIDIA provides the core compute engine and Scale AI provides the critical data infrastructure for the AI revolution, Fluorion provides the core thermal intelligence required for all high-performance systems to operate optimally.
We envision a future where energy isn't wasted fighting heat, but intelligently managed to unlock new levels of performance and sustainability. Where EV batteries charge faster and last longer, data centers compute more with less energy, and critical systems operate with unprecedented reliability.
Fluorion is building the essential intelligence layer to make this possible. Just as NVIDIA provides the core compute engine and Scale AI provides the critical data infrastructure for the AI revolution, Fluorion provides the core thermal intelligence required for all high-performance systems to operate optimally.
Our Approach:
AI Meets Physics for a Foundational Solution
Our Approach:
AI Meets Physics for a Foundational Solution
Our Approach:
AI Meets Physics for a Foundational Solution
AI Core First
The heart of our platform is the Panofluxa AI Core, powered by cutting-edge, physics-informed AI (PINNs), including proprietary frameworks like our 'Entropy-Reset PINN' . This isn't just pattern matching; our AI understands the underlying physics of heat transfer, enabling unparalleled prediction accuracy even with sparse data.
Full-Stack Enabled by AI
This core intelligence enables our full-stack approach. While the AI can optimize existing hardware, we also design and integrate hardware solutions specifically built to leverage predictive control, creating a tightly coupled system that maximizes efficiency.
Why Us? The Deep Tech Moat
Solving thermal intelligence isn't simple. It requires a rare blend of expertise across AI, computational physics, and systems engineering – a combination traditional hardware companies often lack. This deep-tech challenge is our advantage. Hard problems create strong moats, and we have the multidisciplinary vision to build this foundational layer.
AI Core First
The heart of our platform is the Panofluxa AI Core, powered by cutting-edge, physics-informed AI (PINNs), including proprietary frameworks like our 'Entropy-Reset PINN' . This isn't just pattern matching; our AI understands the underlying physics of heat transfer, enabling unparalleled prediction accuracy even with sparse data.
Full-Stack Enabled by AI
This core intelligence enables our full-stack approach. While the AI can optimize existing hardware, we also design and integrate hardware solutions specifically built to leverage predictive control, creating a tightly coupled system that maximizes efficiency.
Why Us? The Deep Tech Moat
Solving thermal intelligence isn't simple. It requires a rare blend of expertise across AI, computational physics, and systems engineering – a combination traditional hardware companies often lack. This deep-tech challenge is our advantage. Hard problems create strong moats, and we have the multidisciplinary vision to build this foundational layer.
AI Core First
The heart of our platform is the Panofluxa AI Core, powered by cutting-edge, physics-informed AI (PINNs), including proprietary frameworks like our 'Entropy-Reset PINN' . This isn't just pattern matching; our AI understands the underlying physics of heat transfer, enabling unparalleled prediction accuracy even with sparse data.
Full-Stack Enabled by AI
This core intelligence enables our full-stack approach. While the AI can optimize existing hardware, we also design and integrate hardware solutions specifically built to leverage predictive control, creating a tightly coupled system that maximizes efficiency.
Why Us? The Deep Tech Moat
Solving thermal intelligence isn't simple. It requires a rare blend of expertise across AI, computational physics, and systems engineering – a combination traditional hardware companies often lack. This deep-tech challenge is our advantage. Hard problems create strong moats, and we have the multidisciplinary vision to build this foundational layer.
Our Strategy:
Validate, Then Scale
Our Strategy:
Validate, Then Scale
Our Strategy:
Validate, Then Scale
Like any foundational platform, proving value requires real-world application. Our initial focus includes targeted pilot projects, such as optimizing thermal management in electric bus fleets (e.g., collaborations discussed with partners like BYD and operators like SBS Transit ).
These initial deployments are not our entire business; they are crucial beachheads. They allow us to demonstrate quantifiable ROI (like the projected 19% energy savings in buses ), gather invaluable operational data to refine our AI Core, and build credibility before scaling rapidly into larger markets like data centers and mainstream automotive.
Like any foundational platform, proving value requires real-world application. Our initial focus includes targeted pilot projects, such as optimizing thermal management in electric bus fleets (e.g., collaborations discussed with partners like BYD and operators like SBS Transit ).
These initial deployments are not our entire business; they are crucial beachheads. They allow us to demonstrate quantifiable ROI (like the projected 19% energy savings in buses ), gather invaluable operational data to refine our AI Core, and build credibility before scaling rapidly into larger markets like data centers and mainstream automotive.
Like any foundational platform, proving value requires real-world application. Our initial focus includes targeted pilot projects, such as optimizing thermal management in electric bus fleets (e.g., collaborations discussed with partners like BYD and operators like SBS Transit ).
These initial deployments are not our entire business; they are crucial beachheads. They allow us to demonstrate quantifiable ROI (like the projected 19% energy savings in buses ), gather invaluable operational data to refine our AI Core, and build credibility before scaling rapidly into larger markets like data centers and mainstream automotive.
Next Steps
Build the Future with Us
We are assembling a world-class team to solve the critical thermal challenges in high-performance industries.
If you are passionate about deep tech, AI, and building sustainable energy solutions, let's connect.
Next Steps
Build the Future with Us
We are assembling a world-class team to solve the critical thermal challenges in high-performance industries.
If you are passionate about deep tech, AI, and building sustainable energy solutions, let's connect.
Social Media
hello@fluorion.io
2 Venture Drive, #14-02, Vision Exchange, Singapore 608526
Copyright © 2025 Fluorion Pte. Ltd. All rights reserved.
Social Media
hello@fluorion.io
2 Venture Drive, #14-02, Vision Exchange, Singapore 608526
Copyright © 2025 Fluorion Pte. Ltd. All rights reserved.
Social Media