How does the offline mobile app sync?

Field observations and edits queue locally and sync automatically when connectivity returns — no manual re-entry, no lost data.

Can we keep using our existing farm management software?

Yes. We integrate bidirectionally with Granular, FieldView, and most major FMS platforms.

Agriculture / Satellite-Driven Yield Prediction

Satellite-Driven Yield Prediction

We engineer precision agriculture platforms that fuse satellite, drone, and field IoT data into yield forecasts, soil moisture maps, and variable-rate application plans growers can act on.

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15%

Reduction in input costs

10%

Lift in average harvest yield

Daily

Field-level imagery refresh

Trusted by global innovators

Industry Overview

Satellite-Driven Yield Prediction: Engineered End-to-End

Modern farming runs on data that's accurate down to a 10-meter pixel. We build platforms that turn satellite, drone, and ground sensor signals into the variable-rate maps and yield forecasts that drive real input savings.

Industry Challenges

What Stops Most Teams From Solving This Today

Common friction points we hear from agriculture teams scoping this kind of platform.

Generic Recommendations: Field-average advice ignores micro-variability that drives yield.
Data Latency: Imagery from a week ago is too late to react to drought, pest, or disease pressure.
Tooling Sprawl: Growers run three apps for the same field — none of which talk to each other.
Connectivity Gaps: Rural connectivity demands offline-first apps and edge analytics.

Our Approach

Our Engineering Approach

We engineer for the operational reality — not the demo.

Multi-Source Fusion

Sentinel, Planet, drone, and ground-sensor data unified into one field-of-truth model.

Variable-Rate Maps

Output ready for John Deere, AGCO, and CNH equipment file formats.

Offline-First Apps

Field apps run without connectivity, syncing automatically when back at the base.

Capabilities

Production-grade features the platform ships with from day one.

Satellite & Drone Ingestion

Sentinel, Planet, Maxar, and drone imagery normalized into one stack.

Field Health Indices

NDVI, NDWI, EVI, and custom indices computed at field-grade resolution.

Yield Forecasting

Crop-specific models forecast yield through the season with confidence bounds.

Variable-Rate Maps

Application maps for fertilizer, seed, and crop protection ready for equipment.

Soil Moisture Modeling

Satellite-derived moisture combined with weather forecasts for irrigation planning.

Pest & Disease Alerts

Spectral and weather signals combined with crop-stage models for early alerts.

Offline Mobile App

Field-grade mobile app for scouting, sampling, and observation logging.

Equipment File Export

Export to John Deere, AGCO, CNH, and ISOBUS formats.

How It Works

Reference Architecture

How data and decisions flow end-to-end.

Data Ingest

Satellite, drone, equipment telemetry, and weather feeds normalized.

Imagery Pipeline

Cloud masking, atmospheric correction, and index computation.

Modeling Layer

Crop-specific yield, moisture, and stress models.

Decision Layer

Variable-rate maps and intervention recommendations.

Field Apps

Offline-capable mobile apps and equipment file exports.

Engineering Stack

Technology Stack

A pragmatic stack chosen for reliability, speed, and ease of operation.

Imagery

Sentinel-2Planet LabsMaxarDJIGDALRasterio

Modeling

PyTorchscikit-learnXarrayDSSAT

Geospatial

PostGISMapboxGLGeoServerSTAC

Apps

React NativeNext.jsTailwind

Equipment

John Deere Operations CenterAGCO FuseCNH AFSISOBUS

Infra

KubernetesS3Snowflake

Measured Impact

Quantified outcomes from production deployments.

15%

Input cost reduction

10%

Yield improvement

Daily

Field imagery refresh

Offline-first

Mobile app reliability

Large-Scale Row Crop Operation

A multi-state row crop operation needed field-level visibility on yield drivers and a way to prescribe variable rates for fertilizer and seed.

Within two seasons the platform delivered 15% lower input costs and a 10% yield uplift across 90,000 acres — a payback measured in weeks, not seasons.

Case Study

Use Cases

Where This Earns Its Keep

Common deployment patterns we see across customers.

Variable-Rate Fertilizer

Field-zone prescription maps for nitrogen and phosphorous.

Variable-Rate Seeding

Population maps tuned to soil and yield potential.

Irrigation Scheduling

Soil moisture-driven irrigation recommendations.

Crop Insurance Audits

Imagery-backed evidence packages for crop loss claims.

Sustainability Reporting

Carbon, water, and biodiversity outcomes documented at field grain.

Land Acquisition Diligence

Yield potential analysis for new land acquisitions.

Integrations

Integrates With Your Existing Stack

We connect to the systems your teams already know.

Equipment

John Deere Ops CenterAGCO FuseCNH AFS

Farm Mgmt

GranularClimate FieldView

Analytics

Snowflake

Compliance-First Development Services Backed by Global Standards

We build secure, scalable products designed for privacy, interoperability, and regulatory readiness from day one across every sector we serve.

General Data Protection Regulation

Implement lawful consent flows, data minimization, and secure processing for global data privacy.

Service Organization Control 2

Verified controls for security, availability, and confidentiality of enterprise data systems.

Information Security Management

Adhering to the international gold standard for managing information security risks.

Our Edge

Why Global Leaders Choose Us

We combine deep technical expertise with industry-specific knowledge to deliver solutions that aren't just functional, but transformational.

Enterprise-Grade Security

We implement rigorous security protocols and compliance standards (HIPAA, GDPR, SOC2) across all industrial solutions to protect sensitive data.

High-Performance Scaling

Our architectures are built to handle massive data loads and user bases, ensuring seamless performance whether you're serving ten or ten million.

Accelerated Time-to-Market

Leveraging our suite of internal tools and proven frameworks, we reduce development cycles and get your product to market 40% faster.

Embedded AI Integration

Beyond simple wrappers, we build deep-learning integrations and predictive analytics directly into the core of your industry-specific workflows.

Engagement Model

Predictable, structured delivery from kickoff through long-term ownership.

Discovery & Scoping

We map the existing systems, constraints, and stakeholders to scope a focused 8–12 week first delivery.

Architecture & Pilot

A working slice on a representative environment — proving the data flow end-to-end before scaling.

Production Engineering

Hardened services, observability, access controls, and audit logging go live behind your IAM.

Operate & Iterate

We stay on as the embedded engineering team — closing tickets, tuning models, and shipping new value.

Voices of Success

We don't just build products; we forge lasting partnerships. See how we've helped industry leaders transform their vision into technical reality.

"I can clearly see how Agnotic has a unique way of handling end-to-end development. They are always active on quick chat and provide support quickly."

Aaron Phelan

Founder, Benchmark

"Agnotic is the best technical team we evaluated. Their engineering excellence made our work dramatically easier and allowed us to stay focused on what matters most for maternal care outcomes. They took full ownership of the technical execution, and we are always happy to continue working together."

Kim Smith

Founder, My Lauren

"Agnotic combines deep technical expertise with strong domain knowledge. They understand the business context, anticipate challenges, and make collaboration smooth and effective."