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Forecast as a Service

  • Load, price, and renewables generation forecasts as a web service.
  • Forecast resolution: 5-60 min.
  • Execution frequency every 5 -10 mins, 24/7.
  • No implementation required.
  • Receive forecasts instantly via API.
Contact us to explore a free POC trial.

QR Forecast as a Service  delivers load, demand, price, and renewable generation forecasts for world energy markets as a web service with reports & dashboards. You receive forecast, actual and accuracy data instantly via API or web-download.

QR Forecast as a Service

Renewable Generation Forecast 

  • This is a cloud service, and you don’t need to install any software.
  • QR AI Forecaster service offers preconfigured AI models for solar and wind generation forecasting. They are activated at once on your renewable generation data.
  • The resolution of solar and wind generation forecasts can range from 5-60 min.
  • Forecast execution frequency can be every 10-60 min for intraday, 9:00 for DA.
  • We provide weather and radiance data from multiple sources, or you can provide your.
  • QR Data Platform fetches all relevant data (generation RTD, meter, weather, and radiance) from internal or third-party systems, and provides data analytics (processing, cleaning, validation), along with grouping by desired criteria, e.g., areas.

Load Forecast 

  • Intraday, DA & Long-term load forecast for load serving entities, utilities, co-ops, retail energy providers and power marketers.
  • This is a cloud service and you don’t need to install any software. We provide weather data.
  • QR AI Forecaster service offers preconfigured AI load forecasting models which can be activated at once on your load data.
  • The resolution of load forecasts can range from 5-60 min.
  • Forecast execution frequency can be every 10-60 min for intraday, 9:00 for DA.
  • QR Data Platform fetches all relevant data (consumption, meter, SCADA, weather, etc) from internal or third-party systems, and provides data analytics (processing, cleaning, validation), along with grouping by desired criteria, e.g., regions, consumer types etc.

Price & Demand Forecast

  • This is a cloud forecast service for world ISOs, RTOs, and power markets and exchanges.
  • You don’t need to install any software, nor provide any data.
  • Intraday and DA price forecasts: zonal, Trading Hub, nodal, LMP.
  • Intraday and DA demand forecasts: load zones, transmission authority and trading hub regions and zones.
  • We provide all ISO and electricity market operator data, as well as weather data from multiple vendors.
  • Forecast data resolution: can be from 5 to 60 min.
  • Forecast execution frequency is every 15 min, 24/7, for intraday, and several times a day for DA.

Electricity Markets We Cover

We provide energy price forecasts for world power markets. Each AI price forecast model use as inputs a relevant set of data published by the market operator, such as prices, system demand, outages, generation supply side data, possible intraday or 7 DA forecasts, bids and offers or trading books, and weather. Some market exchanges or operators publish these data free of charge, while some require a paid license from the end user client.

Electricity markets with open access data

We fetch the data of these markets, and use them for price forecasting. Clients have no action to take with regard to data procurement. These price forecasts are distributed to all our clients.

CAISO (US)

Intraday - Demand

Resolution 5 min, frequency 15 min.

  • AVA
  • AZPS
  • BANC
  • BANCMID
  • BANCRDNG
  • BANCRSVL
  • BANCSMUD
  • BANCWASN
  • BCHA
  • BPAT
  • CAISO-TAC
  • IPCO
  • LADWP
  • MWD-TAC
  • NEVP
  • NWMT
  • PACE
  • PACW
  • PGE
  • PGE-TAC
  • PNM
  • PSEI
  • SCE-TAC
  • SCL
  • SDGE-TAC
  • SRP
  • TEPC
  • TIDC
  • TPWR
  • VEA-TAC

Resolution 15 min, frequency 15 min.

  • AVA
  • AZPS
  • BANC
  • BANCMID
  • BANCRDNG
  • BANCRSVL
  • BANCSMUD
  • BANCWASN
  • BCHA
  • BPAT
  • CAISO-TAC
  • IPCO
  • LADWP
  • MWD-TAC
  • NEVP
  • NWMT
  • PACE
  • PACW
  • PGE
  • PGE-TAC
  • PNM
  • PSEI
  • SCE-TAC
  • SCL
  • SDGE-TAC
  • SRP
  • TEPC
  • TIDC
  • TPWR
  • VEA-TAC

Resolution hourly, frequency 60 min.

  • AVA
  • AZPS
  • BANC
  • BANCMID
  • BANCRDNG
  • BANCRSVL
  • BANCSMUD
  • BANCWASN
  • BCHA
  • BPAT
  • CAISO-TAC
  • IPCO
  • LADWP
  • MWD-TAC
  • NEVP
  • NWMT
  • PACE
  • PACW
  • PGE
  • PGE-TAC
  • PNM
  • PSEI
  • SCE-TAC
  • SCL
  • SDGE-TAC
  • SRP
  • TEPC
  • TIDC
  • TPWR
  • VEA-TAC

Intraday - Price

Resolution 5 min, frequency 15 min.

  • DLAP_PGAE-APND
  • DLAP_SCE-APND
  • DLAP_SDGE-APND
  • DLAP_VEA-APND
  • ELAP_AZPS-APND
  • ELAP_BCHA-APND
  • ELAP_IPCO-APND
  • ELAP_NEVP-APND
  • ELAP_PACE-APND
  • ELAP_PACW-APND
  • ELAP_PGE-APND
  • ELAP_PSEI-APND
  • MLAP_ANHM-APND
  • MLAP_NCPA-APND
  • MLAP_RVSD-APND
  • MLAP_VERN-APND
  • TH_NP15_GEN-APND
  • TH_SP15_GEN-APND
  • TH_ZP26_GEN-APND
  • SMEC

Resolution 15 min, frequency 15 min.

  • DLAP_PGAE-APND
  • DLAP_SCE-APND
  • DLAP_SDGE-APND
  • DLAP_VEA-APND
  • ELAP_AZPS-APND
  • ELAP_BCHA-APND
  • ELAP_IPCO-APND
  • ELAP_NEVP-APND
  • ELAP_PACE-APND
  • ELAP_PACW-APND
  • ELAP_PGE-APND
  • ELAP_PSEI-APND
  • MLAP_ANHM-APND
  • MLAP_NCPA-APND
  • MLAP_RVSD-APND
  • MLAP_VERN-APND
  • TH_NP15_GEN-APND
  • TH_SP15_GEN-APND
  • TH_ZP26_GEN-APND

Intraday - Generation

Resolution 5 min, frequency 15 min.

  • Caiso_Totals

Resolution 5 min, frequency 15 min.

  • Caiso_Totals

Day-Ahead - Demand

Hourly resolution, frequency once a day 9:00 am to 10:30 am.

  • TPWR
  • TEPC
  • TIDC
  • BANCWASN
  • BANC
  • NWMT
  • SDGE
  • MWD
  • BANCMID
  • BCHA
  • PACE
  • BPAT
  • PNM
  • PACW
  • IPCO
  • NEVP
  • BANCSMUD
  • LADWP
  • AVA
  • BANCRDNG
  • VEA
  • SRP
  • CAISO-TAC
  • PGE
  • PGE-NEW
  • PSEI
  • BANCRSVL
  • SCE
  • SCL
  • AZPS

Hourly resolution. These are CAISO published data.

  • TPWR
  • TEPC
  • TIDC
  • BANCWASN
  • BANC
  • NWMT
  • SDGE
  • MWD
  • BANCMID
  • BCHA
  • PACE
  • BPAT
  • PNM
  • PACW
  • IPCO
  • NEVP
  • BANCSMUD
  • LADWP
  • AVA
  • BANCRDNG
  • VEA
  • SRP
  • CAISO Total
  • PGE
  • PGE-NEW
  • PSEI
  • BANCRSVL
  • SCE
  • SCL
  • AZPS

Hourly resolution. These are CAISO published data.

  • TPWR
  • TEPC
  • TIDC
  • BANCWASN
  • BANC
  • NWMT
  • SDGE
  • MWD
  • BANCMID
  • BCHA
  • PACE
  • BPAT
  • PNM
  • PACW
  • IPCO
  • NEVP
  • BANCSMUD
  • LADWP
  • AVA
  • BANCRDNG
  • VEA
  • SRP
  • CAISO Total
  • PGE
  • PGE-NEW
  • PSEI
  • BANCRSVL
  • SCE
  • SCL
  • AZPS

Day-Ahead - Price

Resolution 60 min, frequency once a day 9:00 am to 10:30 am.

  • DLAP_PGAE-APND
  • DLAP_SCE-APND
  • DLAP_SDGE-APND
  • DLAP_VEA-APND
  • ELAP_AZPS-APND
  • ELAP_BCHA-APND
  • ELAP_IPCO-APND
  • ELAP_NEVP-APND
  • ELAP_PACE-APND
  • ELAP_PACW-APND
  • ELAP_PGE-APND
  • ELAP_PSEI-APND
  • MLAP_ANHM-APND
  • MLAP_NCPA-APND
  • MLAP_RVSD-APND
  • MLAP_VERN-APND
  • TH_NP15_GEN-APND
  • TH_SP15_GEN-APND
  • TH_ZP26_GEN-APND

Day-Ahead - Generation

Resolution 60 min, frequency once a day 9:00 am to 10:30 am.

  • Caiso_Totals

Resolution 60 min, frequency once a day 9:00 am to 10:30 am.

  • Caiso_Totals

MISO (US)

Intraday - Demand

Resolution 5 min, frequency 15 min.

  • MISO_Totals

Resolution 60 min, frequency 60 min.

  • NORTH
  • SOUTH
  • CENTRAL
  • MISO

Resolution 60 min, frequency 60 min.

  • LRZ1
  • LRZ2_7
  • LRZ3_5
  • LRZ4
  • LRZ6
  • LRZ8_9_10

Intraday - Price

Resolution 60 min, frequency 60 min.

  • MISO System Price
  • ARKANSAS.HUB
  • ILLINOIS.HUB
  • INDIANA.HUB
  • LOUISIANA.HUB
  • MICHIGAN.HUB
  • MINN.HUB
  • MS.HUB
  • TEXAS.HUB

Resolution 5 min, frequency 5 min.

  • MISO System Price
  • ARKANSAS.HUB
  • ILLINOIS.HUB
  • INDIANA.HUB
  • LOUISIANA.HUB
  • MICHIGAN.HUB
  • MINN.HUB
  • MS.HUB
  • TEXAS.HUB

Intraday - Generation

Resolution 5 min, frequency 15 min.

  • MISO_Totals

Resolution 5 min, frequency 15 min.

  • MISO_Totals

Day-Ahead - Demand

Resolution 60 min, frequency daily.

  • NORTH
  • SOUTH
  • CENTRAL
  • MISO

Resolution 60 min, frequency daily.

  • LRZ1
  • LRZ2_7
  • LRZ3_5
  • LRZ4
  • LRZ6
  • LRZ8_9_10

Hourly Resolution. These are MISO published data.

  • NORTH
  • SOUTH
  • CENTRAL
  • MISO

Day-Ahead - Price

Resolution 60 min, frequency daily

  • MISO System Price
  • ARKANSAS.HUB
  • ILLINOIS.HUB
  • INDIANA.HUB
  • LOUISIANA.HUB
  • MICHIGAN.HUB
  • MINN.HUB
  • MS.HUB
  • TEXAS.HUB

Day-Ahead - Generation

Resolution 60 min, frequency daily

  • MISO_Totals

Resolution 60 min, frequency daily

  • MISO_Totals

Resolution 60 min, frequency daily

  • NORTH
  • SOUTH
  • CENTRAL
  • MISO

ERCOT (US)

Intraday - Demand

Resolution 15 min, frequency 15 min.

  • ERCOT_Totals

Hourly Resolution, Frequency 60 min.

  • NORTH
  • SOUTH
  • WEST
  • Houston
  • ERCOT_Totals

Hourly Resolution, Frequency 60 min.

  • COAST
  • EAST
  • FAR_WEST
  • NORTH
  • ERCOT_Totals
  • NORTH_C
  • SOUTHERN
  • SOUTH_C
  • WEST

Intraday - Price

Resolution 5 min, frequency 15 min.

  • ERCOT_Totals

Resolution 15 min, frequency 15 min.

  • LZ_AEN
  • LZ_CPS
  • LZ_HOUSTON
  • LZ_LCRA
  • LZ_NORTH
  • LZ_RAYBN
  • LZ_SOUTH
  • LZ_WEST
  • HB_BUSAVG
  • HB_HOUSTON
  • HB_HUBAVG
  • HB_NORTH
  • HB_PAN
  • HB_SOUTH
  • HB_WEST
  • SCED

Intraday - Generation

Resolution 5 min, frequency 15 min.

  • ERCOT_Totals

Resolution 5 min, frequency 15 min.

  • ERCOT_Totals

Resolution 60 min, frequency 60 min.

  • ERCOT_Totals

Resolution 60 min, frequency 60 min.

  • ERCOT_Totals

Day-Ahead - Demand

Hourly Resolution. These are ERCOT published data.

  • COAST
  • EAST
  • FAR_WEST
  • NORTH
  • NORTH_C
  • SOUTHERN
  • SOUTH_C
  • WEST

Hourly Resolution. These are ERCOT published data.

  • NORTH
  • SOUTH
  • WEST
  • Houston

Day-Ahead - Price

Resolution 60 min, frequency once a day 9:00 am to 10:30 am.

  • LZ_AEN
  • LZ_CPS
  • LZ_HOUSTON
  • LZ_LCRA
  • LZ_NORTH
  • LZ_RAYBN
  • LZ_SOUTH
  • LZ_WEST

Resolution 60 min, frequency once a day 9:00 am to 10:30 am.

  • HB_BUSAVG
  • HB_HOUSTON
  • HB_HUBAVG
  • HB_NORTH
  • HB_PAN
  • HB_SOUTH
  • HB_WEST

PJM (US)

Intraday - Demand

Resolution 5 min, frequency 15 min.

  • AEP
  • APS
  • ATSI
  • BC
  • COMED
  • DAYTON
  • DEOK
  • DOM
  • DPL
  • DUQ
  • EKPC
  • JC
  • ME
  • PE
  • PEP
  • PJM-MID ATLANTIC REGION
  • PJM-RTO
  • PJM-SOUTHERN-REGION
  • PJM-WESTERN-REGION
  • PL
  • PN
  • PS
  • RECO

Intraday - Price

Resolution 5 min, frequency 15 min.

  • WESTERN HUB
  • NEW JERSEY HUB
  • EASTERN HUB
  • WEST INT HUB
  • CHICAGO HUB
  • AEP-DAYTON HUB
  • CHICAGO GEN HUB
  • AEP GEN HUB
  • OHIO HUB
  • N ILLINOIS HUB
  • DOMINION HUB
  • ATSI GEN HUB

Resolution hourly, frequency 60 min

  • WESTERN HUB
  • NEW JERSEY HUB
  • EASTERN HUB
  • WEST INT HUB
  • CHICAGO HUB
  • AEP-DAYTON HUB
  • CHICAGO GEN HUB
  • AEP GEN HUB
  • OHIO HUB
  • N ILLINOIS HUB
  • DOMINION HUB
  • ATSI GEN HUB

Resolution hourly, frequency 60 min

  • AEP Zone
  • DEOK Zone
  • DPL Zone
  • PSEG Zone
  • APS Zone
  • RECO Zone
  • PJM-RTO Zone
  • BGE Zone
  • DUQ Zone
  • OVE ZoneC
  • JCPL Zone
  • METED Zone
  • DOM Zone
  • EKPC Zone
  • PEPCO Zone
  • PPL Zone
  • COMED Zone
  • AECO Zone
  • PECO, Zone
  • ATSI Zone
  • DAY Zone

Intraday - Generation

Resolution hourly, frequency 60 min

  • PJM_Totals

Resolution hourly, frequency 60 min

  • PJM_Totals

Day-Ahead - Demand

Resolution hourly. These are PJM published data.

  • AEP Zone
  • DEOK Zone
  • DPL Zone
  • PSEG Zone
  • APS Zone
  • RECO Zone
  • PJM-RTO Zone
  • BGE Zone
  • DUQ Zone
  • OVE ZoneC
  • JCPL Zone
  • METED Zone
  • DOM Zone
  • EKPC Zone
  • PEPCO Zone
  • PPL Zone
  • COMED Zone
  • AECO Zone
  • PECO Zone
  • ATSI Zone
  • DAY Zone

Day-Ahead - Price

Resolution hourly, frequency once a day 9:00 am to 10:30 am.

  • AEP Zone
  • DEOK Zone
  • DPL Zone
  • PSEG Zone
  • APS Zone
  • RECO Zone
  • PJM-RTO Zone
  • BGE Zone
  • DUQ Zone
  • OVE Zone
  • JCPL Zone
  • METED Zone
  • DOM Zone
  • EKPC Zone
  • PEPCO Zone
  • PPL Zone
  • COMED Zone
  • AECO Zone
  • PECO Zone
  • ATSI Zone
  • DAY Zone

Resolution hourly, frequency once a day 9:00 am to 10:30 am.

  • ATSI GEN HUB
  • CHICAGO GEN HUB
  • EASTERN HUB
  • DOMINION HUB
  • WESTERN HUB
  • AEP-DAYTON HUB
  • OHIO HUB
  • WEST INT HUB
  • N ILLINOIS HUB
  • NEW JERSEY HUB
  • AEP GEN HUB
  • CHICAGO HUB

Day-Ahead - Generation

Resolution hourly, These are PJM published data.

  • PJM_Totals

Resolution hourly, These are PJM published data.

  • PJM_Totals

SMARD (Germany)

Intraday - Demand

Resolution 60 min, frequency hourly

  • Germany_Luxembourg
  • Germany_Totals
  • 50hertz
  • Amprion
  • TenneT
  • TransnetBW

Intraday - Price

Resolution 60 min, frequency hourly

  • Germany_Luxembourg

Intraday - Generation

Resolution 60 min, frequency hourly

  • Germany_Luxembourg
  • Germany_Totals
  • 50hertz
  • Amprion
  • TenneT
  • TransnetBW

Resolution 60 min, frequency hourly

  • Germany_Luxembourg
  • Germany_Totals
  • 50hertz
  • Amprion
  • TenneT
  • TransnetBW

Resolution 60 min, frequency hourly

  • Germany_Luxembourg
  • Germany_Totals
  • 50hertz
  • Amprion
  • TenneT
  • TransnetBW

Resolution 60 min, frequency hourly

  • Germany_Luxembourg
  • Germany_Totals
  • 50hertz
  • Amprion
  • TenneT
  • TransnetBW

Day-Ahead - Demand

Resolution 60 min, frequency daily

  • Germany_Luxembourg
  • Germany_Totals
  • 50hertz
  • Amprion
  • TenneT
  • TransnetBW

Day-Ahead - Price

Resolution 60 min, frequency daily.

  • Germany_Luxembourg

Day-Ahead - Generation

Hourly Resolution. These are Published by SMARD once for the next day.

  • Germany_Luxembourg
  • Germany_Totals
  • 50hertz
  • Amprion
  • TenneT
  • TransnetBW

Hourly Resolution. These are Published by SMARD once for the next day.

  • Germany_Luxembourg
  • Germany_Totals
  • 50hertz
  • Amprion
  • TenneT
  • TransnetBW

Hourly Resolution. These are Published by SMARD once for the next day.

  • Germany_Luxembourg
  • Germany_Totals
  • 50hertz
  • Amprion
  • TenneT
  • TransnetBW

Hourly Resolution. These are Published by SMARD once for the next day.

  • Germany_Luxembourg
  • Germany_Totals
  • 50hertz
  • Amprion
  • TenneT
  • TransnetBW

OMIE (Spain)

Intraday - Demand

Resolution 60 min, frequency hourly

  • Spain
  • Portugal
  • Iberian Market

Intraday - Auction Price

Resolution 60 min, frequency hourly

  • Spain
  • Portugal

Intraday - Continuous Price

Resolution 60 min, frequency hourly

    • Spain
    • Portugal

Day-Ahead - Demand

Resolution 60 min, frequency daily

  • Spain
  • Portugal
  • Iberian Market

Day-Ahead - Price

Resolution 60 min, frequency daily.

  • Spain
  • Portugal

Day-Ahead - Generation

Resolution 60 min, frequency daily.

  • Spain
  • Portugal

Resolution 60 min, frequency daily.

  • Spain
  • Portugal

EPIAS (Turkey)

Intraday - Demand

Resolution 60 min, frequency hourly

  • EPIAS_Totals

Intraday - Price

Resolution 60 min, frequency hourly

  • EPIAS_Totals

Intraday - Generation

Resolution 60 min, frequency hourly

  • EPIAS_Totals

Resolution 60 min, frequency hourly

  • EPIAS_Totals

Day-Ahead - Demand

Resolution 60 min, frequency daily

  • EPIAS_Totals

Hourly Resolution. Published by Market once for the next day

  • EPIAS_Totals

Day-Ahead - Price

Resolution 60 min, frequency daily

  • EPIAS_Totals

Day-Ahead - Generation

Hourly Resolution. Published by Market once for the next day

  • EPIAS_Totals

Hourly Resolution. Published by Market once for the next day

  • EPIAS_Totals

Day-Ahead - Ancillary

Resolution 60 min, frequency daily

  • EPIAS_Totals_PFCP
  • EPIAS_Totals_SFCP

Resolution 60 min, frequency daily

  • EPIAS_Totals_PFCA
  • EPIAS_Totals_SFCA

Electricity markets requiring a license for data

Clients must license the data for these markets, provide us their license key, and we fetch the data needed on their behalf for price forecasting. These price forecasts are only distributed to the licensing client.

NORD POOL (Finland, Sweden, Denmark, Latvia, Lithuania, Estonia, France, Netherlands, Austria, Belgium, UK, Poland)

JEPX (Japan)

Day-Ahead - Demand

Resolution 30 min, frequency daily

  • JEPX_Totals

Day-Ahead - Price

Resolution 30 min, frequency daily

  • System Price
  • Hokkaido
  • Tohoku
  • Tokyo
  • Chubu
  • Hokuriku
  • Kansai
  • Chugoku

OPCOM (Romania)

Intraday - Demand

Resolution 15 min, frequency quarterhourly

  • ROPEX_Totals

Resolution 60 min, frequency hourly

  • ROPEX_Totals

Intraday - Price

Resolution 15 min, frequency quarterhourly

  • ROPEX_Totals

Resolution 60 min, frequency hourly

  • ROPEX_Totals

Day-Ahead - Demand

Resolution 60 min, frequency daily

  • ROPEX_Totals

Day-Ahead - Price

Resolution 60 min, frequency daily

  • ROPEX_Totals

End-to-end automated data & forecasting pipeline

QR AI Forecaster is the leading provider of power market forecasting solutions. Its advanced high-performance architecture combines cutting-edge specialized AI forecasting tools with data gathering, integration and management.

Contact us to explore a free POC trial.