Digital grid intelligence overlay on electrical transmission infrastructure

The OS for
Electricity

Physics-constrained AI that governs the grid in real time, from forecasting to autonomous orchestration.

PULSE is the AWS of grid intelligence, the platform layer operators, utilities, and researchers build on.

Designed forAI Infrastructure•Colocation Center•Commercial Energy Systems•Franchise•And more…

We envision a future where every electricity grid runs on intelligent software.

Pulse is building the AI-powered operating system forthe world's electricity grids, a foundational intelligence layer that enablesutilities, grid operators, and energy innovators to forecast, optimize, andautonomously operate power systems with far greater accuracy, resilience,and efficiency.

Discover Our Story

Just as cloud computing transformed how software is built, Pulse istransforming how electricity grids are operated by makingphysics-constrained AI infrastructure accessible to every grid, from advancedenergy markets to emerging regions expanding reliable access to electricity.

By combining real-time grid data with machine learning groundedin the physical laws of power systems, Pulse delivers decisions, not justforecasts, that are intelligent, safe, and operationally trustworthy.

We believe the future of energy will be defined by intelligent infrastructure, and Pulse is building the foundation that will power that future for billions of people.

The grid is breaking. Legacy software was not built for intermittent renewables, sub-second decisions, or physics that matters.

Everything modern life depends on runs on uninterrupted electricity. When the grid fails, the consequences are immediate and catastrophic.

See Our Solution

$150B+

Annual cost of grid instability globally

IEA World Energy Outlook 2024

34%

Renewable curtailment due to inadequate forecasting

World Bank Tracking SDG7 2024

<500ms

Decision window for real-time grid intervention

Sources: IEA World Energy Outlook 2024 · World Bank Tracking SDG7 2024

Factories run
on stable power.

Production lines, robotics, and automated machinery depend on continuous, precisely-regulated electricity. A single voltage dip can halt an entire assembly line, damage equipment, and cost manufacturers millions in downtime.

Life support runs
on electricity.

ICUs, ventilators, surgical theatres — every second of care depends on uninterrupted power. A grid failure is not an inconvenience. It is a life-or-death event.

Every flight depends
on the grid.

Radar, navigation, runway lighting, communication systems — air traffic control operates on a zero-tolerance power margin. Grid instability puts thousands of lives at risk simultaneously.

Clean water requires
constant power.

Pumping stations, treatment plants, distribution networks — water reaches homes and hospitals only because electricity keeps it moving. Without power, cities run dry within hours.

The internet
never sleeps.

Every message, every search, every transaction runs through data centres consuming as much electricity as entire cities. The digital world is entirely grid-dependent.

Millions of commutes
run on the grid.

Electric and high-speed rail networks move millions of people daily. Signaling, traction power, and station systems all depend on continuous, stable electricity to keep entire transit systems moving safely.

The next grid load
is already here.

Electric vehicle charging is one of the fastest-growing demands on the grid. Uncoordinated charging spikes strain local transformers and substations — exactly the kind of load PULSE is built to forecast and manage.

When the grid fails,
cities go dark.

$150B+ is lost annually to grid instability. Traffic fails. Emergency services collapse. Supply chains break. Everything modern society depends on stops — simultaneously.

Factories run
on stable power.

Life support runs
on electricity.

ICUs, ventilators, surgical theatres — every second of care depends on uninterrupted power. A grid failure is not an inconvenience. It is a life-or-death event.

Every flight depends
on the grid.

Radar, navigation, runway lighting, communication systems — air traffic control operates on a zero-tolerance power margin. Grid instability puts thousands of lives at risk simultaneously.

Clean water requires
constant power.

Pumping stations, treatment plants, distribution networks — water reaches homes and hospitals only because electricity keeps it moving. Without power, cities run dry within hours.

The internet
never sleeps.

Every message, every search, every transaction runs through data centres consuming as much electricity as entire cities. The digital world is entirely grid-dependent.

Millions of commutes
run on the grid.

The next grid load
is already here.

When the grid fails,
cities go dark.

$150B+ is lost annually to grid instability. Traffic fails. Emergency services collapse. Supply chains break. Everything modern society depends on stops — simultaneously.

PULSE SOLUTION

Physics-Constrained MLXGBoost/LSTM forecasting + GNN-MARL orchestration

Pipeline RuntimeUnder 60 seconds

Violation RateAAA

Physics-Constrained Intelligence

PULSE is not a dashboard or a reporting tool. It is infrastructure that sits in the decision loop of grid operators, and for high-density loads like datacenters, in the control loop itself. Every model output satisfies thermodynamic and power-flow constraints, no black-box outputs, no physically impossible predictions.

If you enforce physics in the decision loop, capacity limits, ramp rates, power-flow conservation laws, the model cannot produce a physically impossible output or take a physically impossible action. Operators trust the output. Trusted outputs get acted on, autonomously where it counts.

Physical constraints enforced

Real-time data ingestion

Physics-aware loss function

Zero physical violations

Sub-60s pipeline runtime

Open-source SDK (PulseOpen)

24-hour load forecasting

Operator-trusted outputs

Intelligence Meets Resilience

PULSE is not a forecasting tool, it is the intelligence layer the grid runs on. Physics-constrained decisions operators can trust, delivered in under60 seconds and enforced in real time.

PULSE CORE

PULSE sits in the decision loop of grid operators, ingesting real-time data, enforcing physics, and either recommending or autonomously executing the action operators can trust.

Pipeline TypePhysics-Constrained ML

Data IngestionEvery 15 Minutes

Forecast Window24 Hours

PulseOS

The backend API and operator console, the interface into live grid data and orchestration policy.

PulseOpen

The open-source SDK — a Python package and RL environment researchers build grid AI agents on top of.

PulsePredict

Physics-constrained forecasting that enforces capacity limits and ramp rates in every prediction.

PulseCore

The foundation — real-time grid data, ingested every 15 minutes, zero manual intervention.

PULSE intelligence layer connecting renewable generation, substations, transmission lines, and cities across the grid

Shaping the Future of the Grid

PULSE is built by researchers, engineers and operators who understand that the grid is not a software problem — it is a physics problem.

Leadership & Leads

Kelvin Godwin Anaman

Founder & CEO

Wien International Scholar

Leading PULSE's vision to become the intelligence layer for electricity grids. Research published at ASME ES2026.

Kelvin Godwin Anaman

Founder & CEO

Ahad Rahman

Co-Founder & CTO

Rice University

Architect of PULSE's technical infrastructure — from data pipelines to the physics-constrained ML engine.

Ahad Rahman

Co-Founder & CTO

Eric Kwabena Boateng

Co-Founder & CFO

Wharton School, UPenn

Oversees PULSE's financial strategy, investor relations, and corporate structure.

Eric Kwabena Boateng

Co-Founder & CFO

Raghav Ramprasad

Research Director II

UT Austin

Co-leads AI/ML research on physics-constrained forecasting models for grid load prediction.

Raghav Ramprasad

Research Director II

Sebastian Bernal-Orta

Head of Grid Intelligence

Leads grid intelligence strategy — confirmed 0% physical violation rate on constrained model.

Sebastian Bernal-Orta

Head of Grid Intelligence

Soumil Voona

Staff Software Engineer

Leads the software engineering team building PulseOS and PulseCore infrastructure.

Soumil Voona

Staff Software Engineer

Kenechukwu Emmanuel Obaji

Frontend Engineer Lead

Frontend lead on the PULSE landing page, building the public face of PULSE's intelligence platform.

Kenechukwu Emmanuel Obaji

Frontend Engineer Lead

Nana Akuoko Sarpong

Head of Outreach & Partnerships

Drives PULSE's partnerships and outreach with operators, utilities, and research institutions.

Nana Akuoko Sarpong

Head of Outreach & Partnerships

Dounia Feltane

Research Engineer II

Hanyang University

Research engineer working on the ML pipeline and physics enforcement layers.

Dounia Feltane

Research Engineer II

Sanjith Balamurali

Program Manager

ASME ES2026 · IOCEN 2026

Leads the research team building PulsePredict — the physics-constrained forecasting model at PULSE.

Sanjith Balamurali

Program Manager

Learn more about the people behind PULSE

Meet the full team

Grid Intelligence, Delivered as a Service

PULSE gives operators, utilities, and researchers a single intelligence layer for the grid — forecasting, optimization, and orchestration, without needing to build physics-aware ML infrastructure in-house.

Every model runs inside hard physical constraints — capacity limits, ramp rates, power-flow conservation — so forecasts stay trustworthy enough to act on, not just directionally useful.

Contact Our Team

Diagram of PULSE's electrical operating system connecting generation sources, grid infrastructure, and end-use facilities

An executive, board director, and entrepreneur with 25+ years of experience leading transformative initiatives across capital markets, banking, and technology — a valuable asset to companies navigating complex challenges.

Ohene Aku Kwapong, PhD

Technical Advisor & Mentor

MBA, MIT Sloan · MS Chemical Engineering, MIT · PhD, Columbia University

Former Senior Manager, Microsoft · Former VP, GE Capital · Former Senior VP, Deutsche Bank · Current board member, major banks

Let's Build the
Future Grid Together

Whether you're a utility exploring predictive forecasting, a location or data center operator facing interconnection delays, or a researcher building on Pulse's platform, we'd like to hear from you.

Request a Demo

Renewable Energy

Forecasting That Keeps Pace with Weather

PULSE predicts renewable output in real time, so intermittent solar and wind can be trusted at grid scale instead of curtailed.

Utilities

Physics-Constrained Forecasts Operators Can Act On

Every prediction respects capacity limits and ramp rates — forecasts utilities can act on, not just watch.

Control room monitoring live infrastructure data

Data Centers

The Compute-Power Co-Scheduler

Data centers are blocked from expansion by interconnection delays, not by compute. PULSE synchronizesGPU workloads with grid capacity in real time, unlocking usable power from the same physical connection.

Electric vehicle at a fast-charging station

EV Charging

Forecasting the Grid's Fastest-Growing Load

Uncoordinated EV charging strains local transformers. PULSE forecasts and helps manage this emerging demand.

Critical Infrastructure

Reliability Where Failure Isn't an Option

ICUs and life-support systems can't tolerate instability. PULSE helps keep power reliable when lives depend on it.

Manufacturing

Stable Power for Continuous Production

A single voltage dip can halt a production line. PULSE gives industrial operators advance warning before instability hits.

Water Systems

Keeping Water Moving, Even Under Grid Stress

Treatment plants and pumping stations run entirely on electricity. PULSE helps ensure water systems don't go dark when the grid does.

Cities

Keeping Modern Life Running

$150B+ is lost annually to grid instability. PULSE helps cities keep traffic, emergency services, and daily life running without interruption.

Renewable Energy

Forecasting That Keeps Pace with Weather

PULSE predicts renewable output in real time, so intermittent solar and wind can be trusted at grid scale instead of curtailed.

Utilities

Physics-Constrained Forecasts Operators Can Act On

Every prediction respects capacity limits and ramp rates — forecasts utilities can act on, not just watch.

Data Centers

The Compute-Power Co-Scheduler

EV Charging

Forecasting the Grid's Fastest-Growing Load

Uncoordinated EV charging strains local transformers. PULSE forecasts and helps manage this emerging demand.

Critical Infrastructure

Reliability Where Failure Isn't an Option

ICUs and life-support systems can't tolerate instability. PULSE helps keep power reliable when lives depend on it.

Manufacturing

Stable Power for Continuous Production

A single voltage dip can halt a production line. PULSE gives industrial operators advance warning before instability hits.

Water Systems

Keeping Water Moving, Even Under Grid Stress

Treatment plants and pumping stations run entirely on electricity. PULSE helps ensure water systems don't go dark when the grid does.

Cities

Keeping Modern Life Running

$150B+ is lost annually to grid instability. PULSE helps cities keep traffic, emergency services, and daily life running without interruption.

The OS forElectricity

We envision a future where every electricity grid runs on intelligent software.

The grid is breaking. Legacy software was not built for intermittent renewables, sub-second decisions, or physics that matters.

Factories runon stable power.

Life support runson electricity.

Every flight dependson the grid.

Clean water requiresconstant power.

The internetnever sleeps.

Millions of commutesrun on the grid.

The next grid loadis already here.

When the grid fails,cities go dark.

Factories runon stable power.

Life support runson electricity.

Every flight dependson the grid.

Clean water requiresconstant power.

The internetnever sleeps.

Millions of commutesrun on the grid.

The next grid loadis already here.

When the grid fails,cities go dark.

Physics-Constrained Intelligence

Shaping the Future of the Grid

Grid Intelligence, Delivered as a Service

Let's Build theFuture Grid Together

Forecasting That Keeps Pace with Weather

Physics-Constrained Forecasts Operators Can Act On

The Compute-Power Co-Scheduler

Forecasting the Grid's Fastest-Growing Load

Reliability Where Failure Isn't an Option

Stable Power for Continuous Production

Keeping Water Moving, Even Under Grid Stress

Keeping Modern Life Running

Forecasting That Keeps Pace with Weather

Physics-Constrained Forecasts Operators Can Act On

The Compute-Power Co-Scheduler

Forecasting the Grid's Fastest-Growing Load

Reliability Where Failure Isn't an Option

Stable Power for Continuous Production

Keeping Water Moving, Even Under Grid Stress

Keeping Modern Life Running

The OS for
Electricity

Factories run
on stable power.

Life support runs
on electricity.

Every flight depends
on the grid.

Clean water requires
constant power.

The internet
never sleeps.

Millions of commutes
run on the grid.

The next grid load
is already here.

When the grid fails,
cities go dark.

Factories run
on stable power.

Life support runs
on electricity.

Every flight depends
on the grid.

Clean water requires
constant power.

The internet
never sleeps.

Millions of commutes
run on the grid.

The next grid load
is already here.

When the grid fails,
cities go dark.

Let's Build the
Future Grid Together