Technologies

Energy technologies you can model in Gridcog

Gridcog models solar PV, wind, battery energy storage systems (BESS), EV charging, vehicle-to-grid, flexible loads, generators and green hydrogen electrolysers, alone or together on one site and grid connection. Each asset is simulated interval by interval with the market rules, network tariffs and contracts around it, so you can compare designs before you invest.

  • 18,000+

    Energy projects modelled

  • 40+

    Markets

  • 11

    Technologies you can model

Which energy technologies can Gridcog model?

Eleven technologies, from generation and storage to the loads that use energy. Each has its own technical settings in Gridcog, and any of them can share a site or grid connection with the others.

  • Generation
  • Storage
  • E-mobility
  • Flexible loads
  • Hydrogen

Generation01

Solar PV

Solar PV systems generate electricity directly from solar irradiance, and their output depends on location, local weather, module and inverter characteristics, orientation and tilt. Gridcog simulates that output with site weather data, then values it against curtailment, negative prices and network tariffs, at utility scale or on a commercial site.

Proof

Daria Ekimova

Senior Energy Analyst

Gridcog Senior Energy Analyst Daria Ekimova modelled a 100 MW solar project under three German curtailment schedules of 669 to 1,160 hours a year, alone and with a co-located battery (June 2026).

Generation02

Wind

Wind turbines generate electricity from the kinetic energy of wind, in utility-scale wind farms and co-located with load behind the meter. Gridcog uses a global wind resource database and built-in power curves, or your own external wind modelling, and can co-optimise wind with batteries, solar and co-located loads.

Proof

Dan Lehmann

Senior Energy Analyst

Constraints hit 18.2% for 390 MW of wind in the north-west of Ireland in Q2 2026, figures Gridcog Senior Energy Analyst Dan Lehmann used to assess co-location in Ireland (September 2026).

Storage03

Battery energy storage systems (BESS)

Batteries store energy and discharge it later. They connect to the transmission or distribution grid, sit alongside generation and load in microgrids and private wire developments, or work behind the meter. Gridcog models dispatch, revenue stacking across wholesale, ancillary, balancing and capacity markets, and degradation, warranties and repowering.

Proof

Scott Bosman

Senior Energy Analyst

Two-hour price spreads in Australia's National Electricity Market (NEM) fell more than 70% year on year in autumn 2026. Gridcog Senior Energy Analyst Scott Bosman looked at how that is squeezing battery revenues to record lows (May 2026).

Storage04

Co-located battery storage and hybrid projects

Co-located and hybrid projects put a battery on the same grid connection as a solar or wind farm, as a retrofit or on a greenfield site. Gridcog models the shared connection and any existing power purchase agreement (PPA) or subsidy, including negative-price clauses, and autosizes the battery against the site's prices and costs.

Proof

Daria Ekimova

Senior Energy Analyst

Daria Ekimova modelled a 10 MW, 2-hour battery co-located with a 12 MWp solar asset to value Germany's MiSpeL rules for co-located batteries (October 2026).

Storage05

Long duration energy storage (LDES)

Long duration energy storage (LDES) discharges for longer than the one to four hours typical of lithium-ion batteries; pumped hydro, for example, can run for up to 10 hours. Gridcog compares battery durations on forward price projections, so you can see when longer duration earns its extra cost.

Proof

Pete Tickler

Chief Product Officer

Gridcog Chief Product Officer Pete Tickler modelled a 100 MW battery in New South Wales on three price projections. Spreads held for 4 and 8 hours, and sometimes 12 (the age of long(er) duration BESS, February 2025).

E-mobility06

Public EV charging

Public or on-demand EV charging is offered on-street, in car parks and at forecourts, often with high-powered DC fast chargers. Gridcog models charger use probabilistically, with the grid connection, tariffs, on-site solar and battery storage, to build the business case for a charging hub.

Proof

Rendering of an electric truck charging hub beside a motorway

NewVolt used Gridcog to check that charging capacity, battery storage and grid connections were right-sized for its Melbourne truck charging hubs.

E-mobility07

Fleet and depot charging

Fleet charging happens at depots, homes and businesses, with flexibility in when vehicles charge. Gridcog models vehicle schedules, charger limits and smart, bi-directional or impatient charging against the depot's grid connection and supply costs.

Proof

Pete Tickler

Chief Product Officer

Smart charging cut a depot fleet's energy supply costs by over 63% compared with impatient charging in Pete Tickler's analysis of EV fleet charging strategies (January 2025).

E-mobility08

Vehicle-to-grid (V2G)

Vehicle-to-grid (V2G) lets a parked electric vehicle export energy back to a building or the grid. Gridcog models V2G chargers alongside smart charging, so you can compare the cashflows of simple charging and V2G for fleets, car parks and homes.

Proof

Catalina Villaro

Senior Energy Analyst

Gridcog Senior Energy Analyst Catalina Villaro compared simple charging with V2G on 7 kW chargers to model V2G for long-stay parking in Australia (January 2026).

Flexible loads09

Demand response and flexible loads

As grids take more solar and wind, demand has to become more flexible about when it uses electricity. Flexible loads may be self-dispatched or centrally controlled by system operators. Gridcog models load shifting, wholesale demand response and flexibility revenue for single sites and portfolios.

Proof

Genna Boyle

Chief Commercial Officer

In Gridcog Chief Commercial Officer Genna Boyle's P415 example, a 500 kWh battery saved about £6,600 a year on supply and network charges. That alone wouldn't justify around £175,000 of capital cost (June 2025).

Hydrogen10

Green hydrogen and electrolysers

A hydrogen electrolyser and its associated plant for compression, storage and transport, often with integrated wind or solar generation, or direct on-site hydrogen consumption. Gridcog models electrolyser efficiency, renewable supply, grid import and storage, and works out the levelised cost of hydrogen (LCOH).

Generation11

Generators and gensets

Fuel-powered generators, or gensets, provide resilience within microgrids and behind the meter, or peak generation and contingency reserve within the wider grid. They can run on gas, diesel, biofuel or hydrogen, and Gridcog models them alongside solar, batteries and grid supply.

Proof

Pete Tickler

Chief Product Officer

Pete Tickler modelled a 100 MW UK data centre on a 50 MW grid connection: solid oxide fuel cells against gas gensets cut 20-year opex, but capex and slow ramping weigh against them (May 2026).

01 / 11

How does Gridcog model distributed energy resources together?

In one project, interval by interval. Distributed energy resources (DERs), such as rooftop and commercial solar, batteries, EV chargers and flexible loads, sit on their site and grid connection alongside any utility-scale assets. Gridcog applies the connection's import and export limits and co-optimises how every asset dispatches, so the value of one asset reflects what the others are doing.

  1. Physical: export and import limits, dynamic connections, ramp rates and AC/DC configurations

  2. Market: wholesale, ancillary, balancing and capacity revenues, with local rules such as bid rounding and headroom/footroom

  3. Commercial: PPAs, subsidies, tolls and floors, network tariffs, and which stakeholder a flexible asset optimises for

  4. Results: cashflows for each stakeholder, IRR and NPV, and interval-level energy flows between assets

Which project types can you model?

Many projects combine several technologies into one system. These six have their own pages.

01

Virtual power plants

Virtual power plants (VPPs) are distributed portfolios of energy resources, aggregated by a VPP aggregator to provide wholesale energy market services.

02

Microgrids

A smaller electrical grid operated as a single system, sometimes able to run grid-connected or islanded, and traditionally dependent on thermal generation for firm capacity.

03

Embedded networks and private wire

Private electricity networks that integrate embedded generation and storage, connect to the wider public distribution network and often sell electricity to multiple customers.

04

Community batteries

Sometimes called neighbourhood batteries: front-of-meter batteries connected to the distribution network and operated to share value with local energy users.

05

Community solar

Community-owned or group-purchased small-scale solar farms, with value flowing to multiple customers, often through an electricity retailer.

06

Behind-the-meter solar and storage

Generation, storage and demand flexibility deployed behind the meter to cut supply costs and emissions, or to earn revenue from market and network services.

Not sure which technologies your project needs? Gridcog's Industry team of energy experts works with customers directly.

Get in touch

Who uses these technologies in Gridcog?

Developers, investors, energy majors, suppliers, large energy users, data centres, fleet operators, consultants, property owners, networks and technology providers all model these technologies in Gridcog, each for a different decision.

Which markets does Gridcog model?

Gridcog models 40+ electricity markets, including Great Britain, Ireland, Germany, Spain, Australia and New Zealand. Market rules, settlement logic, network tariffs and price data sit in the Gridcog Library, so a project built for one market can be rerun in another.

Which technologies have customers modelled in Gridcog?

Five customers, five kinds of project, each with a published case study.

A crane lifting a battery storage container on a solar farm construction site
Co-located battery storage, Germany and Poland

SUNCATCHER Engineering

Models standalone batteries and solar plus battery projects with offtake structures and subsidy schemes, and modelled seven utility-scale projects in Gridcog in one month.

Aerial view of a solar farm in the UK countryside
Behind-the-meter solar and storage, UK

Sustain Commercial Solar

Models solar, battery storage, wholesale trading and capacity market income for commercial clients, and estimates around £27m of investment secured over 12 months.

Battery storage containers beside a large solar farm
Battery revenue assessments, Germany

meteocontrol

Uses Gridcog for bankable BESS revenue assessments, including a 53 MWp solar and 120 MWh battery project in Saxony-Anhalt.

Rendering of an electric truck charging hub beside a motorway
EV charging, Australia

NewVolt

Sized charging, battery storage and grid connections for the Melbourne Electrified Freight Network's three 2–4 MW truck charging hubs.

Rows of flow battery units outdoors under a blue sky
Vanadium flow batteries, UK, Europe, North America and Australia

Invinity Energy Systems

Uses Gridcog to model front-of-meter and behind-the-meter revenue for its customers' projects.

‘With Gridcog, it's automated: you get a clear report to send to the customer.’
Joe Worthington, Senior Director, Corporate Affairs

Frequently asked questions

Distributed energy resources (DERs) are smaller-scale generation, storage and flexible demand connected to the distribution network or behind the meter: rooftop and commercial solar, batteries, EV chargers, heat pumps and other flexible loads. Gridcog models DERs on their own sites or aggregated into portfolios such as virtual power plants, with the network tariffs, connection limits and market access that set their value.

Yes. Solar, wind, batteries, EV chargers, generators and loads can share a site and grid connection in one Gridcog project. The model applies the connection's export and import limits and co-optimises dispatch across all the assets. You can see, for example, how much solar output a battery absorbs during negative prices and what that adds to the project's cashflows.

Gridcog models battery power and duration, round-trip efficiency, depth of discharge, cycles per day, degradation and warranty conditions, and repowering with capex and opex assumptions. It also reflects market rules that change how a battery earns, such as bid rounding, headroom/footroom and trading across several markets, and can autosize a battery against a site's prices and costs.

MW measures power, the rate at which energy flows; MWh measures energy, the amount delivered over time. A 100 MW power plant running for one hour delivers 100 MWh. For batteries, the ratio of the two gives the duration: a 50 MW, 100 MWh battery can discharge at full power for two hours. More in our guide to MW vs MWh.

It depends on the market's price spreads. Lithium-ion batteries typically run for one to four hours, which suits short price spikes. Where low and high prices last longer, longer durations earn more: in Pete Tickler's New South Wales model, spreads held for 4 and 8 hours, and sometimes 12. Read more on energy storage duration.

Fleet charging uses vehicle schedules, energy use per vehicle and onboard battery size, entered in Gridcog or uploaded from an Excel template for larger fleets. Public chargers are modelled probabilistically. You choose smart, bi-directional or impatient charging, set charger power and efficiency, and add solar or batteries to see the effect on supply costs and the grid connection.

Yes. Gridcog builds site-specific solar and wind yield curves from its built-in weather model and global wind resource data. For wind, you can integrate external modelling from specialist tools instead of Gridcog's built-in power curves. You can also add your own price curves and asset data to the Gridcog Library and use them across projects.

Yes. Gridcog models electrolysers with their efficiency, renewable supply from co-located wind or solar, grid import, hydrogen storage and on-site hydrogen use, and works out the levelised cost of hydrogen (LCOH) for each design. Read how Gridcog approaches electrolyser modelling for green hydrogen.

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The team behind Gridcog

Fabian Le Gay Brereton, Chief Executive Officer and Co-Founder of Gridcog

Fabian Le Gay Brereton

Chief Executive Officer & Co-Founder

Previously co-founded Greensense, acquired by ERM Power (now Shell Energy).

Pete Tickler, Chief Product Officer and Co-Founder of Gridcog

Pete Tickler

Chief Product Officer & Co-Founder

Co-founded Greensense and led digital innovation at ERM Power (now Shell Energy).

Genna Boyle, Chief Commercial Officer and Head of EMEA at Gridcog

Genna Boyle

Chief Commercial Officer & Head of EMEA

More than 10 years in energy strategy, trading and renewables, with senior roles at Battery Optimiser and Limejump.