How it works

How the watering advice is worked out, and how it was checked

The advice follows the FAO-56 daily water balance, the method used in irrigation planning worldwide. This page shows the data it uses, the checks run so far, and what is still untested.

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The method in one picture

Each day the soil loses water to the crop (crop water use = reference evapotranspiration × a crop coefficient) and gains it from rain. When the soil has lost the share of its stored water the crop can easily spare, watering is due. The size of the water store depends on soil and rooting depth.

Water missing today = yesterday − effective rain + crop water use

Water is due when the shortage reaches the readily available water (RAW = p × TAW).

Where the data comes fromWhat it is turned intoHow it reaches the farmerOpen-Meteo16-day forecast, reference ET,daily max humidity · CC BY 4.0NASA POWERreanalysis since 1981, for historyIndia Meteorological Dept.client written · no documented termsOn-farm sensorleaf wetness, soil moisture · none yetThe farmerlocation, crop, planting date, soilFAO-56 water balanceETc = Kc × ETo, tracked as root-zonedepletion against readily available water→ when to water, and how muchDisease screenpublished mildew thresholds,grapes only, screening not diagnosisEvery rule carries the citation its numbers came from.Values we chose ourselves are labelled as ours.Composed, not translatedreviewed templates with numeric slotsEnglish · தமிழ் · हिन्दी · ಕನ್ನಡ · తెలుగుfour await native reviewDelivery● in the portal — working● email — working once the domain verifies○ WhatsApp, SMS, voice — not connectedNo message names a chemical or a dose.Nothing here has been validated in the field.workingbuilt, not switched onnot built
How a location and a crop become a sentence a farmer can act on. The coloured dot on each source says whether it is actually feeding the system today.

Where the data comes from

Data sources and what each supplies
SourceWhat it givesStatus
Open-MeteoForecast and recent weather (ECMWF and ERA5 based): reference evapotranspiration, rainIn use. CC BY 4.0.
FAO Paper 56The method: crop coefficients, stage lengths, rooting depth, depletion fractionIn use. The water balance follows it.
NASA POWERIndependent weather record back to 1981, used to check the forecast sourceIn use for checks.
SoilGrids (ISRIC)Sand, silt and clay at 250 m, to suggest a soil class for a locationBeing added; the service was unavailable when tested, so it falls back to a soil you choose.
India Meteorological DepartmentGridded rainfall and temperature, official forecastsNot in use. Reference for later checks.
ICAR and state agriculture universitiesSoil and crop references for IndiaReference for future field comparison.

Weather data by Open-Meteo.com, CC BY 4.0.

What we have checked so far

Three checks, all done on a computer. None uses measurements from a real field yet.

1. The arithmetic

We wrote the water balance a second time independently and ran both on 14 crops and 3 soils over 80 days. Every day matched (0 mismatches). This shows the code does what the method says, not that the method fits a given field.

2. Two weather sources compared

Jodhpur1.30 mm/dayTheni1.05 mm/dayCoimbatore0.98 mm/dayLudhiana0.91 mm/dayKolkata0.76 mm/dayNashik0.72 mm/day
Typical daily gap (RMSE) in crop water use between Open-Meteo and a calculation from NASA POWER data, 2025. Neither is ground truth.

The two sources disagree by roughly 1 mm of daily crop water use, most around Theni and Coimbatore. Over ten days that is about one watering, so the date can move by a few days. We plan to show a range, not a single date.

3. Against an independent FAO-56 program

First month8863Growth169144Mid season238231Late season121125AgroFlowIndependent FAO-56 program
Crop water use (mm) over a 135-day tomato season at Theni, no irrigation. Provisional: crop values to be re-checked against the FAO tables.

In the middle and late season the two agree within about 3%. In the first month our simpler single-coefficient method uses more water than the dual-coefficient program, which makes the first watering come about ten days early in this test. We plan to correct this.

What has not been tested

  • No soil-moisture readings from a real field have been compared with the advice.
  • Soil values are typical for a soil class, not measured on your field.
  • Rain at your field can differ from the forecast for your area, and forecasts weaken with distance in time.
  • Crop values come from FAO tables for general conditions, not local trials.

Published irrigation tools are checked the same way: against a reference calculation, then against soil sensors and farmers' own practice over several seasons. For example, a forecast-based scheduling study at IIT Bombay on two Nashik farms reported 10–30% less irrigation than farmers' practice with no significant yield loss (Roy et al., Water Resources Research, 2021). Field comparison is our next step.

Questions or a field to test on? Contact MM Rooted Ventures. Research by MM Rooted Ventures, Theni and Bengaluru.