Virtwin-Energy
Where AI Meets Energy Innovation

Driving Smarter, Cleaner Energy through Digital Twins and Physics-Based, AI-Driven Optimization.

About Us

Ignite-AI — Transforming complex combustion science into autonomous, physics-verified clarity.

The Challenge

Industrial simulation powers clean-tech innovation, yet many tools remain complex, expensive, and inefficient. Engineers face steep learning curves, fragmented workflows, and manual setup that steals time from analysis and optimization. The result is slower development cycles, limited knowledge transfer, and stalled energy breakthroughs.

Vision & Mission

Accelerate the global transition to sustainable energy by empowering innovators with physics-based, AI-assisted simulation. We modernize industrial workflows through a self-evolving agent that learns from every successful setup, cutting engineering overhead and shortening the path to clean-tech breakthroughs. By enabling a knowledge-sharing marketplace - we transform individual expertise into a collective intelligence that scales sustainable technology for a greener future.

What we do

  • Physics-Based Autonomous Simulation
  • Self-Evolving Intelligent Ecosystem
  • Real-Time Data Analytics & Digital Twins
  • Knowledge Sharing Marketplace
  • Sustainability & Emissions Modeling
  • Fully Customizable Integration
Learn More

Our Solutions

The Physics-Based Ecosystem Automating Industrial Combustion Simulations for Collective Intelligence

Autonomous AI-Agent Orchestration

Intelligent agents handle the technical heavy lifting—from mesh configuration to solver execution—eliminating manual setup bottlenecks and ensuring physics-based accuracy.

Self-Evolving Agent

Our Self-Evolving Agent continuously matures by learning from every successful setup and validated cases. The system becomes more intelligent as the user base grows.

Knowledge-Sharing Marketplace

Ignite-AI fosters a secure, collaborative environment where individual engineering breakthroughs drive collective industry progress. We ensure that localized expertise strengthens the entire energy sector.

Natural Language Engineering

Define complex simulation objectives in plain language through a chat-based interface. Our AI translates your goals into rigorous physical parameters while providing real-time assistance and guidance.

Sustainability & Emissions Optimization

Natively optimize for CO₂, NOx, and SOx targets. Leverage the ecosystem's collective learning to identify the most efficient paths to clean-tech and energy-efficient operations.

Cloud-Native Parallel Scaling

Break the hardware bottleneck. Execute massive batch processing and parameter sweeps across a distributed cloud architecture for high-performance results in minutes, not weeks.

Faster. Smarter. Simpler - Ignite-AI.

Ignite-AI drastically reduces CFD training and setup time, simplifies onboarding, and accelerates productivity. Experience multi-fold time savings and reach proficiency in weeks instead of years

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Training time saved

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Setup & solve time saved

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Basic proficiency

0%

Onboarding reduction

Our Products

Accelerate clean-tech innovation with AI-powered simulation.

Ignite-AI

Ignite-AI

AI-chat copilot Combustion simulation Self-Evolving Ecosystem All-in-one

Ignite-AI is a cloud-native, AI-assisted platform that streamlines industrial combustion and process simulation. Grounded in validated physics-based models, the platform transforms manual, complex workflows into autonomous ecosystems by automating setup, executing parallel 0D to 3D CFD simulations, and delivering structured, traceable results. By combining combustion simulation with techno-economic analysis in a modern, intuitive environment, it enables industries, engineers, and researchers to effortlessly access professional-grade tools for combustion science, fuel innovation, and energy system design.

How It Works

Physics-Based. AI-Assisted. Zero Black Boxes.

1
Step 1

Prompt Your Scenario

Engineers define the goals—such as specific fuel types and performance KPIs—using plain language. Our AI agent removes the barrier of tedious coding and manual technical configurations, allowing users to start simulations in minutes rather than hours.

2
Step 2

Transparent AI Co-Pilot & Setup

Unlike traditional AI, our co-pilot is fully transparent, providing a clear "Chain of Reasoning" for every setting it suggests. Users remain firmly in control, with the final say on every physics-based decision.

3
Step 3

Scalable Batch Processing

Eliminate sequential bottlenecks by running multiple simulations simultaneously. From 0D/1D Cantera kinetics to high-fidelity 3D CFD models, our system automates setup, result comparison, and data collation for instant insights.

4
Step 4

Physics-Traceable R&D Insights

Gain instant visualizations and actionable insights fully traceable to the underlying physics. This ensures your emissions and efficiency optimizations are grounded in professional-grade combustion science you can trust, verify, and scale.

Ignite-AI Orchestrator Workflow - From Manual Labor to Autonomous Intelligence

Core Features

Autonomous Engineering at Scale

Ignite-AI Core
The Physics (0D, 1D, & 3D CFD)

From 0D Equilibrium and 1D Flame Speeds to complex 3D CFD, access verified physics models grounded in rigorous combustion kinetics

Step-by-Step Reasoning

Transparent chain of reasoning for full physics traceability.

Autonomous Batch Processing

Execute multiple simulations simultaneously. Our agents handle the technical setup and coordination for both kinetic sweeps and design iterations.

Self-Evolving Intelligent Ecosystem

Continuously learns from validated setups and cases to become increasingly effective at assisting with complex configuration and optimization tasks.

Auto-Generated Reports

Publication-ready reports with comprehensive analysis and documentation.

Intelligent Case Comparison

AI-powered automated case comparison and side-by-side fuel scenario analysis with key insights.

Instant AI Copilot Assistance

Expert AI guidance from setup to troubleshooting — your autonomous copilot ensures you never hit a dead end.

Fully Customizable

Tailor core physics, emission thresholds, and KPIs to match your specific industry requirements.

⚡ Equilibrium & Flame Speed Solvers

High-fidelity combustion kernels for equilibrium composition and laminar flame speeds.

📋 Step-by-Step Physical Reasoning

Transparent chain of reasoning for full physics traceability.

⚡ Autonomous Batch Processing

Run hundreds of simulations in parallel with zero manual intervention.

🔀Self-Evolving Intelligent Ecosystem

Continuously learns from validated simulation cases to improve and automate engineering workflows. Teams can branch models, integrate new kinetic insights, and securely share knowledge across a global marketplace.

📄 Auto-Generated Technical Reports

Publication-ready reports with comprehensive analysis and documentation.

⚖️ Intelligent Case Comparison

AI-powered side-by-side fuel scenario analysis with key insights.

📊 Interactive Result Visualization

Dynamic charts with real-time filtering, zooming, and export capabilities.

⚙️ Fully Customizable Architecture

Tailor solver settings, mechanisms, and KPIs to your requirements.

Why Choose Us

From question to combustion insights — in minutes.

/ Why Ignite-AI?

The Ignite-AI Difference

Ignite-AI replaces "click-heavy" legacy workflows with an autonomous, chat-based ecosystem that transforms R&D into collective intelligence. Our self-evolving agent matures with every shared success, allowing engineers to exchange validated models via a knowledge-sharing marketplace. By bridging natural language with high-fidelity physics, we turn months of manual setup into minutes of collaborative innovation.

Contact Us
⚙️ AI-Native Platform

Purpose-built for autonomous combustion science, ensuring zero-latency workflows and seamless integration.

🤖 Autonomous AI Agents

From model configuration to reasoning-based setup, we handle the technical drudgery while you maintain full oversight.

⏱️ Self-Evolving AI Agents

Our AI agents continuously mature by learning from every successful setup and validated case.

🔍 Transparent & Traceable

"Zero Black Box" logic ensures every AI suggestion is backed by verifiable physics reasoning.

🛠️ Fully Customizable

Tailor models, thresholds, and KPIs to match your specific industry or regional requirements.

☁️ Cloud-Based & Scalable

No installation, no local hardware — run from anywhere.

Request Demo

Fill out the form below to request a demo of our products and see how they can benefit your business.

See what Virtwin-Energy can do for you...

Experience the power of our innovative energy solutions and discover how they can transform your business. Book a demo and we'll show you exactly what we can do for your team.

What can you expect?

  • A zero-commitment demo of our products, tailored to your specific needs and workflow
  • Expert consultation on how our solutions can optimize your energy systems and reduce costs

No credit card required. We promise.

Request Free Demo

Flexible Plans for Every Innovator

Start free and scale as you grow — from individual researchers to enterprise teams, Ignite-AI offers flexible plans built for every level of innovation.

Basic

200 $ /mo

For individual explorers

  • Limited to 1 active project (multi-simulation)
  • Restricted AI tokens for agent exploration only
Get Started

Starter

1,000 $ /mo

For researchers and small teams

  • Up to 5 active projects
  • Full workflow support for 0D and 1D models and automated setup
  • Standard visualization and plotting
  • Standard HPC priority
  • Limited tokens
Get Started

Professional

50K $ /year

For advanced R&D teams

  • Unlimited projects
  • High-priority 3D simulation support
  • Access to Advanced Kinetics and Multi-Phase Simulation models
  • Professional-grade simulation result visualization and analysis
  • Team collaboration tools
  • Auto reporting
Get Started

Enterprise

200K $ /year

For industrial & large-scale projects

  • Unlimited seats and projects
  • Full HPC scaling
  • Integrated techno-economic modeling
  • Tailored to KPIs and use cases
  • Advanced AI-driven analytics and auto-reporting for R&D insight
  • Dedicated support
Get Started

Latest Works

Discover how we’re redefining industrial simulation with AI-native, physics-based intelligence.

amazing caves coverimage

Physics-Based, AI-Driven Combustion Simulation

Ignite-AI is our flagship AI-assisted platform built on validated combustion models. Engineers can describe combustion scenarios in plain language, and intelligent agents assist with setup, execution, comparison, and reporting. Users can switch seamlessly between automated and manual modes, ensuring full control at every stage. Advanced agent workflows and retrieval-augmented generation (RAG) recommend optimized configurations based on validated cases, making industrial simulation more structured, efficient, and accessible.

amazing caves coverimage

Seamless Automation & Real-Time Data

Experience seamless automation from design to report with our intuitive User Panel. Parameters are auto-filled by intelligent agents, while our cloud-based backend executes simulations and delivers results as clear, interactive graphs and actionable insights. Real-time data integration is enabled via robust APIs, empowering you to connect live plant or sensor data directly into your workflow. Our platform eliminates complexity, making advanced industrial solutions accessible to all and accelerating your decision-making process.

amazing caves coverimage

Full-Scale Industrial Platform

Unlock the power of a full-scale industrial platform: our advanced AI models and automation agents deliver comprehensive numerical modeling, simulation, and analysis for turbines, combustors, and more. From real-time energy consumption and production tracking to carbon footprint, efficiency, and cost-benefit analysis, our cloud-integrated solution covers every step—from initial design to final report. Harness the future of industrial automation and data-driven decision-making, all in one unified platform.

Supported By

We are proud to be supported by the following institutes and partners.

KTH
LIJU Boiler
Ignite Sweden
Swedish Energy Agency

Careers at Virtwin-Energy

Join us in shaping the future of energy and AI-driven industry. Explore our open positions below!

Co-Founder / Backend AI & Web Developer

Location: Stockholm, Sweden | Hybrid
Note this is an unpaid job.

The Role:

We're looking for a Backend AI & Web Developer (Co-Founder) to join our small, expert team. You'll help build the backend and AI systems driving Ignite-AI, working hands-on with cutting-edge tech and shaping the product beyond the MVP.

What You'll Do:
  • Build and maintain backend systems using Python (Django)
  • Integrate AI and LLM workflows with HuggingFace, PyTorch, LangChain, LangGraph, etc.
  • Design APIs and connect backend services with React frontends
  • Work in Linux or WSL environments
  • Bring creative flow and vibe coding to a collaborative, high-energy team

What We're Looking For:
  • Vibe coding skill is a must — be ready to show your fluency during the interview!
  • Knowledge of combustion physics is required, or at minimum, an engineering background.

Other merits:

  • 1-3 years of experience in backend or AI web development.
  • Strong Python/Django and API skills.
  • Experience with modern AI frameworks (Hugging Face, PyTorch, LangChain, LangGraph).
  • Basic knowledge of HTML/CSS/React/MongoDB.
  • Comfortable on Linux or Linux-in-Windows setups.
  • Self-driven, curious, and team-oriented.

What We Offer:
  • Equity stake (unpaid internship phase → potential Lead Developer role)
  • Work with a passionate, expert team in a high-growth startup
  • Build a real AI/EdTech/SaaS product beyond the MVP.
  • Flexible hybrid or remote setup
  • Car transportation to the office is provided for occasional meetings.

Our Journey

Our MVP, Ignite-AI, is already live. We are now expanding capabilities, joining an incubator, and preparing for our first external pilot users.

Join us early and help shape the future of AI-driven combustion and energy innovation.

💡 Ready to explore how advanced engineering meets business strategy? Apply now and become part of Virtwin-Energy AB — where AI, science, and sustainability converge.
Read more

Market Validation & Industry Outreach Intern

Location: Stockholm, Sweden | Hybrid
Note this is an unpaid job.

The Role:

We're looking for a Market Validation & Industry Outreach Intern to help us explore the market for our AI combustion platform. You'll play a key role in identifying potential customers (consulting firms, research institutes, OEMs), conducting interviews, testing pricing levels, and helping us understand how the industry perceives value. This is an opportunity to work closely with our founding team, gain exposure to technical SaaS commercialization, and make a real impact on how deep-tech products enter the market.

What You'll Do:
  • Research and map potential customer segments (consultants, R&D teams, universities, emission testing labs)
  • Reach out to relevant companies and conduct structured interviews to collect feedback
  • Analyze workflows, pain points, and willingness-to-pay for combustion modeling tools
  • Benchmark existing software tools
  • Develop a short report summarizing market needs, pricing insights, and go-to-market opportunities
  • Support in early sales or partnership outreach for pilot programs

What We’re Looking For:
  • Background in Mechanical, Chemical, Aerospace, or Energy Engineering, or Business / Marketing with an interest in deep tech
  • Familiarity with combustion, CFD, or energy systems is a strong plus
  • Excellent written and verbal communication skills (English required and Swedish is a plus)
  • Research-minded and comfortable reaching out to professionals and researchers
  • Curious, self-driven, and eager to learn about SaaS, startups, and clean energy innovation

What We Offer:
  • Equity opportunity for exceptional performance and long-term contribution
  • Mentorship from founders with backgrounds in combustion science, AI, and SaaS
  • Certificate of completion and Letter of Recommendation
  • Exposure to startup incubation and fundraising processes
  • Flexible remote or hybrid setup (occasional meetings in Stockholm)
  • Potential for future paid role or thesis collaboration

Our Journey

Our MVP, Ignite-AI, is already live. We are now expanding capabilities, joining an incubator, and preparing for our first external pilot users.

Join us early and help shape the future of AI-driven combustion and energy innovation.

💡 Ready to explore how advanced engineering meets business strategy? Apply now and become part of Virtwin-Energy AB — where AI, science, and sustainability converge.
Read more

Get In Touch

Get in TouchReach out to explore partnerships, demos, or research opportunities.

Contact Details

Get in touch if you have any questions or would like to explore how our products can support your projects. Our team is happy to provide more information, schedule a demo, or discuss potential collaborations.

  • Phone: +46734984708
  • Email: info@virtwin-energy.se