State-of-the-Art Agricultural AI in the Palm of Your Hand
We design mobile-first tools around real fields, not generic datasets. The Field Series combines explainable AI, region-aware intelligence, and country-level knowledge so farmers and agronomists—whether in developed or developing regions—never receive one-size-fits-all answers. A smartphone is all you need to access the same quality of agricultural intelligence anywhere in the world.
Our Promise
Expert-Level Intelligence, Universally Accessible
We believe geography shouldn't determine access to agricultural technology. Our products are engineered for the realities of field work—patchy connectivity, bright sunlight, gloved hands—while delivering the same sophisticated AI capabilities to every user.
Why mobile-first matters: The majority of the world's farmers don't work in air-conditioned offices with reliable broadband. They're in fields, often with intermittent connectivity, using phones as their primary computing device. We've engineered every product in the Field Series to work beautifully on mobile devices, with offline capabilities where needed, optimized data usage, and interfaces designed for outdoor visibility.
Democratizing access: A smallholder farmer in Zambia's Eastern Province deserves the same quality of disease diagnosis and treatment recommendations as an agronomist at a well-funded research station in Europe. Our technology doesn't differentiate based on geography or resources—it delivers consistent, high-quality, locally-relevant intelligence to anyone with a smartphone and a crop to protect.
Context over convenience: Generic AI assistants provide generic answers. Our products understand that a recommendation for Northern Leaf Blight in Taiwan requires different products, application rates, and safety intervals than the same disease in Zambia. Every response is calibrated to your specific location, regulatory environment, and available resources.
Field Series
Six Products, One Integrated Ecosystem
Each product works standalone or as part of the complete Field Series. Start with what you need today and expand as your requirements grow—all products share the same knowledge base, explainability framework, and mobile-first design philosophy.
FieldGuide
Your Complete Agricultural Intelligence Partner
The flagship mobile experience that brings together everything in one interface. FieldGuide combines conversational AI, image diagnosis, knowledge retrieval, and location intelligence so you can ask questions, capture images, and get actionable guidance without switching between tools or opening a laptop.
- Single entry point blending chat, image diagnosis, maps, and knowledge in farmer-friendly language
- Mobile-first design optimized for phones, outdoor conditions, and intermittent connectivity
- Seamless switching between maize, rice, tomato, and cassava with crop-specific intelligence
- Region-aware answers respecting provinces, districts, and local regulations—never generic advice
- Full conversation history with the ability to reference previous diagnoses and recommendations
- Multilingual support with agricultural terminology preservation across languages
FieldVision
AI-Powered Crop Disease Detection with Visual Explanations
Upload a leaf photo and see exactly what the AI sees. FieldVision uses crop-specific deep learning architectures—DenseSwin for maize, ResNet-50 for tomato, EfficientNet for cassava—to diagnose diseases with AI focus area maps showing which regions influenced the prediction. No transparent AI, just transparent AI you can trust.
- Top-3 disease candidates with per-class AI focus area overlays for visual comparison
- Crop-specific model architectures trained on regional field data, not just lab images
- Confidence bands with explicit "when not to trust AI alone" guidance for safe decisions
- Mobile-friendly viewer with downloadable PNG overlays for extension officers and teams
- Batch processing for multiple images with consistent diagnostic reports
- Integration with FieldGuide for immediate treatment recommendations after diagnosis
FieldKB
Structured Agricultural Intelligence with Clear Sources
The searchable knowledge backbone powering all Field Series products. FieldKB retrieves agronomy, climate, and management knowledge organized by country, province, and district—with every answer traceable to peer-reviewed research, government guidelines, or validated field data. When text alone isn't enough, it can surface similar images for visual comparison.
- Efficient retrieval over country/province/district-level knowledge packs, not a single global corpus
- Multilingual content (English, Traditional Chinese, Simplified Chinese, Kiswahili) with consistent schemas
- Combined text and image retrieval for comparing symptoms against documented examples
- Shared evidence layer ensuring FieldGuide and FieldVision answers come with full context
- PHI/REI safety calculations built into treatment recommendations
- API access for programmatic integration into third-party agricultural systems
FieldMap
Location Intelligence for Context-Aware Agriculture
A map-first view that ensures every recommendation is calibrated to exact location. FieldMap integrates 50+ years of climate data, agroecological zone classifications, and soil information to provide guidance tailored to: country → region → district → specific field conditions. Select any location and see cropping zones, historical patterns, and links into FieldKB.
- Province and district-level boundaries with region names actually used in the field
- Agroecological zone, soil type, and climate band overlays for context-aware agronomy
- Historical climate data integration for seasonal planning and risk assessment
- Disease risk forecasting based on weather patterns and historical outbreak data
- Region-aware panels linking directly into FieldKB articles and FieldGuide chat
- Low-bandwidth, mobile-first layouts for extension teams working on the move
FieldState
The Memory Layer for Your Farm
FieldState captures every FieldGuide conversation as structured farm history. Diagnoses, treatment decisions, and agronomic observations accumulate over time into a queryable record of your farm's health — so context is never lost between sessions and patterns become visible across seasons.
- Persistent structured state built automatically from FieldGuide conversations
- Full crop lifecycle history — plantings, pest events, treatments, and outcomes per season
- Queryable farm memory: ask what was sprayed, when, and what the result was
- Pattern detection across seasons — recurring disease or persistent yield gaps surface automatically
- Shared visibility for farm owners, agronomists, and extension officers on the same farm
- Shared visibility for farm owners, agronomists, and extension officers on the same farm
Design Philosophy
A Smartphone Is All You Need
We've engineered every product for the realities of field work—not the convenience of demo rooms. Our mobile-first approach ensures that a farmer in rural Zambia has the same access to sophisticated AI as an agronomist in Taiwan.
State-of-the-art technology shouldn't require state-of-the-art infrastructure.
The majority of the world's agricultural decisions happen far from reliable broadband and air-conditioned offices. They happen in fields, on farm paths, in village markets—places where a smartphone is often the only computing device available. We've built for this reality.
Every interface is designed for outdoor visibility—high contrast, readable in bright sunlight, functional with wet or gloved hands. Every feature is optimized for intermittent connectivity— essential functions work offline, data syncs when networks are available, and nothing breaks when signal drops mid-session.
This isn't a compromise—it's a commitment. By building for the most challenging conditions first, we've created products that work beautifully everywhere. The same app that serves a smallholder farmer scanning a diseased leaf in remote Zambia delivers an excellent experience to an agronomist reviewing diagnostic reports in an urban research station.
Offline-First Architecture
Core diagnostic functions cached locally. Image capture and analysis continue without internet. Results sync automatically when connectivity returns.
Optimized Data Usage
Compressed image uploads, efficient API calls, and smart caching minimize data consumption for users on limited mobile plans.
Field-Ready Interface
Large touch targets, high-contrast text, and sunlight-readable displays. Designed for real conditions, not ideal lighting.
Cross-Device Continuity
Start on your phone in the field, continue on tablet or desktop when you're back. All data syncs seamlessly across devices.
Technology Stack
What Powers the Field Series
The models, knowledge packs, and applied research that power FieldGuide and FieldState—built with transparent evidence, proper licensing, and safety as foundational principles.
Purpose-built for agriculture: Our technology stack is designed from the ground up for agricultural decision support—where accuracy, safety, and contextual relevance are non-negotiable. Unlike generic AI platforms adapted for farming, every component optimizes for real-world agricultural conditions.
Three integrated layers: A Vision Stack for image-based diagnosis with explainability, a Knowledge Layer for contextual intelligence with evidence trails, and a Safety Kernel that validates every recommendation against regulatory requirements and best practices before it reaches users.
Optimized for constraints: Every component is engineered for low-bandwidth environments, multilingual users, and intermittent connectivity. Models run efficiently on mobile devices, and knowledge bases support offline-first access patterns.
Computer Vision Models
A family of plant disease models trained on public datasets and curated field images, then validated against our own benchmarks across diverse African and international conditions.
- Top-k predictions with class-specific AI focus areas
- Configurable per crop and region
- JSON inference reports for audits
- Research-validated, field-aware
Country Knowledge Packs
Curated, licensed content packs for specific countries and provinces. Each pack is structured for retrieval by FieldKB and FieldGuide—not flat text dumps.
- Crop, regulation, and management content
- Transparent sources and licensing
- Multilingual variants available
- Localized, evidence-first
Field Testing & Validation
Applied research that leaves the lab: pilot deployments, demo plots, and monitoring studies to understand how tools behave under real constraints.
- On-farm and extension-led testing
- Accuracy, usability, trust evaluation
- Continuous feedback loops
- Applied, not just academic
Partner Services
Implementation & Support
Support for organizations deploying the Field Series at scale—from national agricultural programmes to focused regional pilots. We help you move from evaluation to impact.
Field Series Deployment
Complete guidance to roll out Field Series products within your existing digital ecosystems and agricultural workflows, from technical integration to user onboarding.
- Integration into portals, mobile apps, CRMs, and farmer-facing tools
- Authentication, roles, and access patterns for different user groups
- Monitoring, updates, and long-term support planning
- Training materials and documentation customization
Custom Knowledge Packs
Tailored country or programme content packs that plug directly into FieldKB and FieldGuide, developed in collaboration with local research institutions and extension services.
- Localization for new countries, provinces, and priority crops
- Co-development with research institutes and extension services
- Licensing, attribution, and evidence tracking for compliance
- Multilingual content development and validation
Joint Pilots & Evaluation
Structured pilot programmes with clear success indicators so your team can measure real impact before scaling—including training pathways and post-pilot analysis.
- Pilot design, success metrics, and progress reporting
- Training pathways for field staff, advisors, and agronomists
- User feedback collection and analysis
- Post-pilot recommendations for expansion or refinement
Bring the Field Series to Your Fields
Start with a single product like FieldVision or FieldKB, or deploy FieldGuide as a complete mobile-first assistant. Add country knowledge packs and partner content as your programme grows. Whether you're serving 100 farmers or 100,000, the Field Series scales with your needs.