STATE AGRICULTURAL INTELLIGENCE

Telangana Crop Intelligence

Every crop. Every field. Every season.

Prototype data notice: Figures and map markers in this first build are illustrative demonstration content, not official Telangana statistics, verified farmer records or satellite-derived crop classifications.

Mapped agricultural area⌖

— ha

Awaiting verified geospatial dataset

Cultivated area♧

— ha

Calculated after crop mapping

Crop categories▤

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No official crop dataset connected

Field verification✓

— %

Pending pilot field workflow

Telangana agricultural map

Interactive geographic workspace · statewide view

Basemap © OpenStreetMap contributors. Administrative boundaries are requested from the Telangana Remote Sensing Applications Centre (TGRAC) ArcGIS service. Review source vintage and boundary alignment before operational use.

Districts TGRAC layer 75Mandals TGRAC layer 77Villages TGRAC layer 79 · zoom in to inspectSurvey parcels are not enabled

Crop mix overview

Awaiting official crop survey data

Crop distribution will appear
after verified data integration

Platform readiness

Initial prototype status

✓

Dashboard shell createdNavigation and responsive layout ready

⌖

Interactive base mapGeographic workspace initialized

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Satellite data connectionNot connected yet

♙

Farmer and officer workflowsPlanned for subsequent build stages

District coverage

33 districts configured for statewide rollout

33 districts

Next implementation milestones

Development roadmap

Statewide dashboard foundationNavigation, district selector and map

Pilot geography and sample parcelsLoad authorized boundaries and ground reference data

Satellite observation pipelineSentinel imagery, indices and observation dates

Crop classification and verificationTrain, test and validate with field observations

GEOSPATIAL WORKSPACE

Live Crop Map

Statewide map workspace. Live satellite layers will be connected in a later phase.

Administrative boundary overlays are being loaded from the Telangana Remote Sensing Applications Centre (TGRAC) ArcGIS service. They are not crop classifications, land ownership records or cadastral survey parcels. Verify dataset vintage and legal suitability before operational decisions.

1 · DISTRICT

2 · MANDAL

3 · VILLAGE

Choose a district to begin. Mandals and villages will load from the TGRAC GIS service.

District boundary overlayMandal boundary overlayVillage overlay available at closer zoomSource: TGRAC ArcGIS REST service

LAND PARCEL INTELLIGENCE

Survey Number Mapping

Survey parcel overlays will be enabled after authorized land-boundary access.

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Survey parcel layer not connected

Connect approved village and survey-number boundary data to display parcel polygons. Farmer identity and landholder relationships will require separate authorized access and verification.

Awaiting authorized GIS dataset

AI & REMOTE SENSING

Crop Identification

Classification pipeline and model validation workspace.

◈

Crop classification engine – planned

We will combine multi-date Sentinel-1 and Sentinel-2 observations with verified field samples. Crop predictions will include model version, observation window and confidence score after validation.

Model not trained or connected

VEGETATION MONITORING

Crop Health Monitoring

NDVI, NDWI, EVI and vegetation anomaly monitoring.

♧

Satellite vegetation layers pending

Health indicators will be calculated from dated satellite observations. They indicate vegetation conditions and do not independently diagnose crop disease.

Awaiting satellite processing

TEMPORAL ANALYSIS

Season Comparison

Compare Kharif, Rabi and annual crop patterns.

◷

Seasonal comparison will activate after data ingestion

We will compare crop area, crop transitions and vegetation trajectories only where comparable, quality-controlled seasonal datasets are available.

FARMER SERVICES

Farmer Registration

Farmer onboarding and field association workflow.

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Secure farmer registration – planned

The production workflow will require consent, secure authentication, data minimization and approved integration for any government identity or land-record references. Do not enter real personal data in this prototype.

GROUND TRUTH

Field Verification

Officer review, field observations and discrepancy resolution.

✓

Field verification workflow – planned

Future workflow: assigned village, geotagged field observation, crop photo, survey reference, review status and auditable officer decision.

WEATHER & RISK

Weather Intelligence

District-level rainfall and weather context.

☼

Weather feed not connected

We will integrate authorized IMD observations and forecasts. Alerts will show source, issue time, validity period and affected geography.

AGRICULTURAL INSIGHTS

Crop Statistics

Crop area, season and district summaries.

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Official statistics not yet loaded

Only quality-checked and sourced records will be presented as official statistics. Demonstration values will remain separately labelled.

DECISION SUPPORT

Reports & Analytics

District, mandal, village and seasonal reporting.

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Reporting module – planned

Downloadable reports will include reporting period, geography, data source, last updated date and validation status.

DATA GOVERNANCE

Data Sources & Freshness

Source register and update monitoring.

DATASET	PROPOSED SOURCE	STATUS
Satellite imagery	Copernicus Sentinel-1 / Sentinel-2	Not connected
Land parcel boundaries	Authorized Telangana land records	Access required
Crop survey records	Telangana Digital Crop Survey / AgriStack	Access required
Weather observations	India Meteorological Department	Not connected
Market prices	AGMARKNET / e-NAM	Not connected

PLATFORM CONTROL

Administration

Access management and system configuration.

⚙

Role-based administration – planned

Production access will distinguish state administrators, district officers, field officers and farmers. This prototype does not yet provide authentication or protected data access.