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Regional Agronomic Intelligence

Agricultural Data & Field Intelligence

Prakruty collects and analyses ground-truth agricultural observations from farms across Chhattisgarh. Explore what we collect, how it is scientifically validated, and how research partners can request verified dataset access.

VERIFIED FIELD METRICS — AS OF OCTOBER 2026
Chhattisgarh Regional Ag-Intelligence · Periodic Field Audit

7 Districts

Chhattisgarh Field Hubs

Raipur, Durg, Bastar & more

40+

Foliar Pathologies Indexed

Rice, Tomato, Chili, Soybean

12,800+

Consented Foliar Scans

Ground-truth field images

2.4s

Offline Edge Execution

Zero mobile signal required

94.2%

Recirculated Water Saving

Single confirmed benchmark

SECTION 01 // TAXONOMY

What We Collect

Strictly limited to foliar pathology, microclimate telemetry, and regional disease vectors. Zero predatory surveillance.

Included in Regional Dataset

  • ✓
    Foliar Pathology Imagery: Macro photographs of leaf lesions, blights, rusts, and nutrient chlorosis annotated by agronomists.
  • ✓
    District-Level Geo-Clusters: Generalized district-level tagging (e.g. Raipur, Durg, Bastar) to monitor regional epidemic spread.
  • ✓
    Microclimate Telemetry: Water electrical conductivity (EC), pH, dissolved oxygen, ambient air temperature, and relative humidity from our R&D vertical setups.
  • ✓
    Phenological Crop Timestamps: Crop life-cycle stage (vegetative, flowering, fruiting) correlated with seasonal weather shifts.
Enriched with farmer consent only

What We Explicitly NEVER Collect

  • ✕
    Exact GPS Land Coordinates: We never record pin-point plot boundaries or cadastral map numbers.
  • ✕
    Financial & Yield Commercials: No farm revenue, loan status, land ownership records, or transaction histories.
  • ✕
    Facial or Biometric Data: Camera models are hard-coded to ignore human faces and strictly crop leaf tissue.
  • ✕
    Third-Party Commercial Tracking: Zero advertising SDKs, tracking pixels, or data-broker syndication.
Strictly enforced in offline edge sandbox
SECTION 02 // RIGOUR

How Data is Scientifically Validated

Raw inputs go through our strict three-tier verification pipeline before entering the Chhattisgarh Crop-Health Dataset.

TIER 01

Edge Vision Confidence Gating

Images pass through edge quality checks: blur rejection, natural daylight calibration, and minimum 90% confidence threshold before being flagged for regional inclusion.

Algorithmic filtering at capture
TIER 02

Agronomist Review & Sampling

Certified plant pathologists inspect sampled batches. Complex or rare pathogen mutations are manually confirmed using ICAR foliar diagnostic benchmarks.

Botanical pathology audit
TIER 03

Cooperative Ground Truth Checks

Field extension staff corroborate reported outbreaks with on-site tissue and soil checks across farm clusters in Durg, Dhamtari, and Rajnandgaon.

Physical field corroboration
SAMPLE DATA — ILLUSTRATIVE PURPOSES ONLY

Seasonal Disease Incidence Across Chhattisgarh

Monthly incidence spikes correlated with monsoon relative humidity shifts.

[SAMPLE DATA] · Synthesized representation of foliar scans recorded in Chhattisgarh Plains
14%
JunEarly Blight
48%
JulLate Blight
72%
AugLate Blight
54%
SepBacterial Spot
28%
OctEarly Blight
12%
NovLeaf Mold
Reported Disease Frequency (%)Monsoon Humidity Spike (Jul-Sep)
Sample reference: 1,400 monthly scans aggregated across Durg & Raipur
SECTION 03 // PARTNERSHIPS

Data Access Options

How qualified agricultural bodies and research groups can access vetted data under responsible terms.

RESEARCH LICENSE

Universities & ICAR Bodies

Complimentary access to certified foliar disease datasets and offline model benchmarks for peer-reviewed botanical pathology publications.

  • • Anonymized image weights & pathology tags
  • • Multi-year seasonal occurrence logs
  • • Non-commercial academic license
Free for non-commercial researchers
FPO / CO-OP DASHBOARD

Grower Cooperatives & FPOs

Localized district dashboard alerting village cooperative leaders to early fungal spore spread in their specific tehsils before widespread loss occurs.

  • • Tehsil & block-level pest heat maps
  • • Recommended bio-treatment guidelines in Hindi
  • • Dedicated agronomist desk support
Free for Chhattisgarh registered FPOs
API PILOT

Ag-Tech Partners & Integrators

Structured REST and local edge SDK integrations for greenhouse manufacturers, drone spraying pilots, and climate-control software providers.

  • • Low-latency offline edge inference binaries
  • • Closed-loop nutrient telemetry schemas
  • • Co-development pilot agreement
Pilot partnership terms apply
SECTION 04 // FORMAL INQUIRY

Request Dataset Access or Pilot Collaboration

Submit your research goals or operational requirements. Requests are reviewed by our agronomy and data governance desk within 2 business days.