Open Strategy Layer
Run your strategy. We ensure it performs.
Plug in forecasting, trading, or AI-driven optimization. Molecule executes reliably across devices, fleets, and markets.
A programmable execution and control platform, so you don't have to build or maintain your own control infrastructure.
Your strategy
SwappableYour AI
Proprietary models
Molecule execution
Always AERAAERA
Signal → Execution → Verification
Built For
Built for teams that define system behavior
If you control strategy, pricing, or dispatch logic, this is where it gets executed.
Optimization & AI Platforms
Define how systems should behave. Execute without building control infrastructure.
Energy Trading Platforms
Translate market signals into real-world performance.
Aggregators & VPP Operators
Ensure dispatch signals turn into reliable delivery.
Third-Party Services
Provide optimization without owning device-level control.
If you define the strategy, Molecule ensures it performs in the field.
Core Value
Bring your strategy. Skip the infrastructure.
Most teams can define optimal behavior. Few can execute it reliably across real assets.
Strategy evolves constantly
Models, pricing, and programs change.
Execution requirements do not
Control, coordination, and verification must remain stable.
Molecule handles execution
So you can focus on intelligence, not infrastructure.
You define what should happen. Molecule ensures it does.
Separation of Concerns
Separate strategy from execution
Optimization determines intent. Execution determines outcomes.
Your strategy layer
VariableTrading. Forecasting. AI / ML. Program logic.
You define what should happen. Strategy can change.
Molecule execution layer
StableDevice control. Coordination. Sequencing. Verification.
Molecule ensures it actually happens. Execution stays consistent.
Strategy can change. Execution stays consistent.
Execution Flow
From signal to verified outcome
Every decision is executed, coordinated, and measured in real time.
Signal
Dispatch, pricing, or optimization output.
Execution
Coordinated device-level control.
Verification
Real-time confirmation and telemetry.
What you model is what you deliver.
Programmability & Control
A programmable control environment, not a fixed EMS
Most control systems are constrained by predefined logic and limited APIs. Molecule gives you direct control over how systems behave.
Inject control signals via API
JSON-based inputs, custom workflows
You are not limited by OEM APIs or fixed EMS logic. You control how systems operate.
Forecasting & Optimization
Built for any forecasting or optimization approach
Use your models, your logic, or third-party providers. Molecule executes the results without constraint.
Bring your own models
Forecasting, pricing, and optimization remain fully under your control.
Integrate external providers
Plug in third-party forecasting and market logic without re-engineering.
Execute without compromise
All strategies run through the same deterministic execution layer.
Example
In DividendVPP, forecasting and optimization are provided externally (by Lightsmith), while Molecule ensures execution, coordination, and telemetry for settlement.
Better models don't matter if they can't be executed.
DividendVPP
Or use a turnkey optimization layer
Deploy a complete forecasting and optimization stack without building it yourself.
DividendVPP combines forecasting, optimization, and market participation with Molecule's execution layer.
Faster time to market: No need to build optimization infrastructure.
Integrated execution: Strategies are executed reliably at every site.
Build better strategies. We make them perform.
See how Molecule ensures real-world execution across your deployments.
Deployed alongside EG4 Electronics · Lightsmith Energy · Enersponse · RCT Power