RUNNING LOCALLY
AGRICULTURAL MARKET INTELLIGENCE

Price signals, made clearer.

Analyze mandi price history and estimate where your commodity could move next.

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LAST UPDATEDβ€”
Forecast workspace

Choose the market series you want to analyze.

DEMO DATA
β—‰ Forecasts are estimates from the selected datasetβ€”not official mandi quotes or guaranteed future prices.
LATEST MODAL PRICEβ‚Ή
β€”
Latest observationβ‚Ή / quintal
FORECAST AVG.⌁
β€”
Next 30 daysβ‚Ή / quintal
ESTIMATED PRICE CHANGE↗
β€”
Forecast end vs latestβ€”
HISTORICAL OBSERVATIONSβ–€
β€”
Selected seriesrecords
PRICE HISTORY & OUTLOOK

Market price trend

Historical prices and model projection

Historical modal priceForecastEstimated range
QUICK READ

Market pulse

MODEL SIGNAL
Calculating

Choose a commodity and market to see the forecast summary.

Recent 30-day moveCompared with the previous period
β€”
Recent volatilityDaily change standard deviation
β€”

Insights update when you change the commodity, market, or horizon.

MODEL LAB

Compare forecasting models

Walk-forward backtest on the latest historical observations.

LOWER MAE IS BETTER
MODELMAE (β‚Ή)RMSE (β‚Ή)MAPESTATUS
Metrics will appear when data is loaded.
β“˜ Backtest scores are measured on held-out observations from your selected series. They are not a guarantee of future accuracy.
PRACTICAL MARKET GUIDE

What could this mean for you?

NO API NEEDED

A quick, easy-to-read guide based on the selected commodity, market, and forecast.

Your market guide updates with your selections.

It summarizes the expected direction, price range, and a few sensible checks before you make a decision.

FORECAST DIRECTIONWaiting for forecast

Choose a series with at least 3 observations.

ESTIMATED END PRICEβ€”

Estimated range: β€”

BEFORE YOU SELL OR BUYCheck local conditions

Compare today’s mandi rate, quality grade, transport cost, and nearby markets.

This guide is based on a forecast, not a guarantee. Check current official mandi prices before making farming or trading decisions.

DAY-BY-DAY OUTLOOK

Forecast details

Estimated modal price by day

DATEDAYPREDICTED PRICEESTIMATED RANGECHANGE VS. LATESTSIGNAL
Forecast rows will appear here.
β€”Prices shown in Indian rupees per quintal
DATASET MANAGER

Manage your market history

Load your own Agmarknet CSV to replace the bundled demo dataset.

Drop your CSV file here

or use Import data at the top of the page

CSV Β· Up to 25 MB Β· Recommended columns: Arrival_Date, Commodity, Market, Modal_Price
Current datasetBundled demo data
Total rows loadedβ€”
Commodity typesβ€”
Markets foundβ€”
Date coverageβ€”
β“˜

Demo data notice: The bundled prices are synthetic examples generated for demonstrating the application. They are not official Agmarknet prices. Replace them with a downloaded dataset before using forecasts for real decisions.