CASE STUDY /AI / Systems / 2025

GreenLeaf Automation

An AI-powered crop monitoring and automated reporting system that replaced manual field inspections with intelligent satellite-image analysis.

CLIENTGreenLeaf Agriculture

YEAR2025

DISCIPLINEAI / Systems

SERVICES PROVIDEDAI Strategy, System Architecture, ML Pipeline, Dashboard Design, Deployment

-70%

INSPECTION TIME

Automated satellite NDVI pipeline

50k+ Acres

TERRAIN MONITORED

Continuous coverage across 3 regions

15 min

REPORT GENERATION

Down from 2 days manual agronomist audit

Enterprise Production Architecture Shipped

Scope: AI Strategy, System Architecture, ML Pipeline, Dashboard Design, Deployment

GreenLeaf Automation — An AI-powered crop monitoring and automated reporting system that replaced manual field in... | Case study by Codemuji Studio

01 // THE OPERATIONAL FRICTION

Challenge & Context

GreenLeaf's agronomists spent 60% of their time on manual field inspections and report generation. The data they collected was inconsistent and often outdated by the time reports reached decision-makers.

02 // SYSTEM ARCHITECTURE & APPROACH

Engineering Execution

We built a system that ingests satellite imagery and weather data, runs analysis through trained ML models, and generates actionable field reports automatically. Human expertise guides the system rather than duplicating its work.

DESIGN & ENGINEERING EXECUTION

The interface uses a map-first design with overlaid data layers. Reports are generated as structured documents with clear severity indicators and recommended actions.

Python ML pipeline with TensorFlow for image classification, FastAPI backend, React dashboard, PostgreSQL for structured data, and S3 for satellite imagery storage.

MEASURABLE OUTCOME

✓Reduced inspection time by 70%. Report generation went from 2 days to 15 minutes. The system now monitors over 50,000 acres across three regions.

TECHNOLOGIES LEVERAGED:

PythonTensorFlowFastAPIReactPostgreSQLAWS S3Docker

VISUAL ARTIFACTS

ENGINEERING CAPABILITY & RELATED DISCIPLINES

This system was architected under our Capabilities & Services matrix. Exploring custom web development in Northeast India? View our Guwahati Web Design Studio or explore Rajat Pradhan’s Full Engineering Portfolio.