AISPRY · GMR POWER TRADING

Featured Innovation

AI forecasts for India's electricity market.

AiSPRY built GMR Power Trading for GMR Energy — a per-block ensemble that forecasts next-day MCP across all 96 fifteen-minute blocks of the IEX Day-Ahead Market.

Explore the Platform Read the Case Study

DAM AUCTION · LIVE 96 · 15-MIN BLOCKS

₹4,287/MWh ▲ 2.4% FCST · TOMORROW · DAILY AVG

₹7K ₹5K ₹3K ₹1K

B1 · 00:00 ───── B96 · 24:00

Night

₹3.1K

M.Ramp

₹4.6K

Daytime

₹3.8K

E.Ramp

₹6.9K

Close

₹4.2K

AISPRY · GMR POWER TRADING

Data Foundation · 10 Datasets

770K rows. One price.

Ten datasets power 87 engineered features to forecast tomorrow's MCP — block by block, across all 96 fifteen-minute windows.

See the Data Read the Case Study

⚡

Market Trading

IEX · DAM + RTM

191K rows

🔋

Grid & Supply

NLDC · NPP/CEA

232K rows

🌡️

Weather

Open-Meteo · 247 cities

~237 MB

🌊

Hydrology

NPP · CWC reservoirs

52K rows

⛏️

Coal & Fuel

Coal India · plant-level

276K rows

📅

Calendar Events

IPL · festivals · polls

1K rows

Target Variable MCP · ₹/MWh · next-day · per block

AISPRY · GMR POWER TRADING

The Platform · MLOps Stack

Ensemble forecasts. End-to-end MLOps.

V6 Ensemble (XGBoost + LightGBM + Lag-96), trained per block, served through production MLOps: Airflow, MLflow, Feast, FastAPI — plus lineage and drift monitoring.

Talk to AiSPRY Read the Case Study

01

Data Sources

IEX · NLDC · NPP · Open-Meteo · CWC · Coal India

10datasets

02

Storage & Validation

S3 / GCS · Great Expectations · ClickHouse

770Krows

03

Features (Feast)

Offline + Online stores · 4 ms retrieval

87features

04

V6 Ensemble (MLflow)

XGBoost + LightGBM + Lag-96 · per-block

96models

05

Serving

FastAPI · PostgreSQL · React Dashboard

18 mslatency

＋

Cross-cutting

Airflow · Prometheus · Grafana · OpenLineage · Argo

5tools