"Shodh AI deletes the
physical iteration loop."
The First Generative AI for Manufacturable Matter.
Old Way (5 Years)
Shodh Way (6 Months)
1. The Manifesto: The "Zombie Material" Crisis
"The rate of innovation is limited by the speed of physical iteration."
"Google GNoME solved Atoms. But Atoms don't build Batteries. Microstructures do."
"We are the only AI that solves the Inverse Design of Manufacturing."
The Competitor Flaw
Google GNoME and Microsoft MatterGen have discovered millions of stable crystals.
The Reality
99% of them are "Zombie Materials." They exist in a computer but die in the factory because they cannot be processed at scale.
The Shodh Thesis
Discovery without Manufacturability is vanity.
Our Solution
We do not separate "Chemistry" from "Process." Our AI generates the Material and the Manufacturing Instruction simultaneously. We don't just find the needle in the haystack; we tell you how to build the magnet.
2. The Engine: The Matter Compiler
"We translate Intent into Reality. Our Physics Kernels simulate the factory before we build the material."
The Concept
Just as software compilers turn abstract code into machine-readable binary, Shodh turns abstract Physics Targets (Energy Density) into machine-readable Factory Settings (Mix Speed, Temp, Pressure).
The Result
"Zero-Shot Manufacturing." The recipe works the first time it hits the line.
The Mechanism
Step 1
Generate
The Inverse Model proposes a new chemistry.
Step 2
Simulate
The Physics Kernel tests it for stability.
Step 3
Compile
The Process Model checks if existing factory machines can build it.
Code Compiler
Matter Compiler
"The Truth."
SkandaX SIMULATE
A physics-calibrated virtual reality that replaces physical testing. It deletes experimentation.
"The Instruction."
SkandaX COMPILER
The software layer that runs inside the factory (Federated). It translates our recipes into machine controls.
"The Inventor."
SkandaX GENESIS
The Generative Engine. It creates proprietary IP (Recipes) that we license to the world.
3. The Business Model
Here is how we capture value in three layers:
Layer 1: The "Bridge"
PAID TO DEVELOP
The Product: SkandaX SIMULATE & GENESIS
The Customer Problem: "We have a chemistry that works in a beaker but cracks on the coating line. Fix it."
The Model: NRE (Non-Recurring Engineering) Fees.
How it Works: Large partners (e.g., Tata, Umicore) pay us a significant upfront fee (e.g., $2M - $5M) to use our Generative Engine to solve a specific "Impossible Problem."
Layer 2: The "Rent"
PAID TO OPERATE
The Product: SkandaX COMPILER
The Customer Problem: "Great, you fixed the design. Now, how do we run our machines to ensure it doesn't fail next week?"
The Model: Annual Software License (SaaS).
How it Works: To manufacture the material successfully, the factory must run our "Compiler" software on their production line to adjust temperature and pressure in real-time. We charge a recurring fee per production line (e.g., $250k/year/line).
"The Compiler operates as a federated control layer, integrating with existing PLC/MES systems without replacing factory hardware."
Layer 3: The "Empire"
PAID ON SCALE
The Product: The Shodh-Inside™ Recipe
The Customer Problem: "We need a competitive advantage. We need the best battery on the market."
The Model: Production Royalties (The "Intel Inside" Tax).
How it Works: Because we generated the molecular structure and the process recipe, we own the IP. We take a small cut of every unit produced.
Example: $1.00 per kWh of battery produced.
Scale: A 20 GWh factory = $20M/year in pure profit.
4. The Roadmap: From Battery to Universal Matter
Energy Storage
(The Beachhead)
Silicon Anodes, Sodium-Ion, Solid State.
Molecular Transport
(The Expansion)
Green Hydrogen Electrolyzers, Membranes.
Structural Physics
(The Endgame)
Alloys, Armor, Semiconductors.
Summary: The "Revenue-Product" Map
| Stage | The Product Used | The Revenue Stream | The Economics |
|---|---|---|---|
| 1. Design | SkandaX GENESIS | Development Fee (NRE) | Covers our Costs (Cash Flow). |
| 2. Build | SkandaX COMPILER | Software License (SaaS) | Covers our Growth (Recurring). |
| 3. Scale | The IP Recipe | Unit Royalty | Creates the Unicorn (Profit). |
5. The Deployment Landscape: A Layered Engagement Model
We do not sell one product to everyone. We engage the market in three layers, aligning our commercial model with the customer's specific pain point in the value chain.
Layer 1: The "Bridge" Engagement
Revenue Model: Development Fees (NRE) & Joint Development.
The Customer: Material Producers & Technology Owners.
The Pain Point: "We have a chemistry that works in the lab, but fails to scale."
Why they buy: They are stuck in the "Valley of Death." They pay Shodh AI to use SkandaX GENESIS to fix their microstructure and generate a manufacturable recipe.
LG Energy Solution, Panasonic Energy, Samsung SDI, SK On, Northvolt, AESC.
Thyssenkrupp Nucera, Nel Hydrogen, ITM Power, Plug Power.
BASF, Umicore, Johnson Matthey, Solvay, Arkema.
Layer 2: The "Rent" Engagement
Revenue Model: Annual Software Licensing (SaaS).
The Customer: Factory Operators & Equipment Owners.
The Pain Point: "We need to stop yield drift and control the line in real-time."
Why they buy: Once the line is running, variance is the enemy. They deploy SkandaX COMPILER directly onto the machines to lock in the "Perfect Digital Twin" and maintain yield.
Tesla, Volkswagen Group, BMW, Toyota, Mercedes-Benz, Stellantis, Ford.
TSMC, Intel, Samsung Electronics, Applied Materials, ASML, Lam Research.
Air Liquide, Linde, Air Products.
Layer 3: The "Empire" Engagement
Revenue Model: Production Royalties & IP Licensing.
The Customer: Strategic Sectors & Commodity Giants.
The Pain Point: "We need a fundamental material advantage to dominate the market."
Why they buy: In these sectors, performance is binary (it works or it doesn't). They license the Shodh Proprietary Recipe because it creates a moat that competitors cannot replicate.
Lockheed Martin, Raytheon, Boeing, Airbus, Safran, BAE Systems.
ArcelorMittal, Nippon Steel, POSCO, Alcoa, Rio Tinto.
Siemens Energy, GE Vernova.
The Strategic Beachhead: India 🇮🇳
Sovereign Partnership & PLI Alignment.
- Conglomerates: Tata Group, Reliance Industries, Mahindra, Hindalco.
- New Energy: Ola Electric, Amara Raja, Exide.
- National Assets: ISRO, DRDO, HAL.
Why India Matters: India is not just a market; it is a launchpad. With the IndiaAI Mission and massive PLI schemes for batteries and hydrogen, these players are seeking Technology Sovereignty—reducing reliance on foreign IP. Shodh AI provides the domestic Operating System for this transition.