Price Forecast

7-day ML price prediction · Tomato · Nashik APMC · Updated 12 Jun 2026, 06:00 AM

Random Forest Active

ML Model:

Accuracy: 87.4%

MAE: ₹42

RMSE: ₹68

7-Day Price Forecast with Confidence Bands

Tomato · Nashik APMC · Random Forest Model · ₹/Quintal

Predicted Price

Historical Actual

Confidence Band

Predicted price, confidence interval, demand signal & sell recommendation per day

Date	Predicted (₹/Q)	Lower Bound	Upper Bound	Confidence	Demand Signal	Recommendation
12 Jun Fri	₹1,650	₹1,580	₹1,720	82%	High	Hold
13 Jun Sat	₹1,720	₹1,620	₹1,820	79%	Medium	Hold
14 Jun Sun	₹1,780	₹1,660	₹1,900	76%	High	Hold
15 Jun Mon	₹1,900	₹1,750	₹2,050	74%	Very High	Sell Now
16 Jun Tue	₹1,850	₹1,700	₹2,000	71%	High	Consider Sell
17 Jun Wed	₹1,700	₹1,550	₹1,850	68%	Medium	Monitor
18 Jun Thu	₹1,600	₹1,450	₹1,750	65%	Low	Avoid

Random Forest Model · Nashik APMC

Optimal Sell Date

15 Jun 2026

Monday · 3 days from now

Expected Price

₹1,900

per Quintal

vs Today

+₹250

+15.2% gain

Model Confidence

74%

Medium-High confidence based on 30-day model validation

Supporting Factors

Demand expected to peak on 15 Jun (Very High)

Weather improves from 14 Jun — reduced rain risk

Pune & Mumbai wholesale demand rising

Price may dip after 16 Jun — sell before then

Historical prediction vs actual price — Tomato, Nashik APMC

Model Comparison

Random Forest

87.4%

MAE ₹42

XGBoost

85.1%

MAE ₹51

LSTM

83.6%

MAE ₹57

SVR

81.8%

MAE ₹63