Plan & Guide
Crowded
3xF TECHNOLOGY
Knowledge connected
to verified outcomes.
The architecture behind the 3xF Crop Intelligence System.
Knowd’s outcome-based learning architecture connects evidence, recommendations, grower decisions, actions and verified outcomes to improve both knowledge and guidance across crop cycles.
3xF integrates AI, crop modelling and sensing technologies with Knowd’s validation and personalised reasoning architecture.
THE TECHNICAL CHALLENGE
Close the loop.
Carry the learning forward.
Our benchmarking of more than 30 market solutions identified two technical gaps: better connecting observation, recommendation and action (Monitor & Act); and using verified crop outcomes to improve future knowledge and decisions across crop cycles (Learn & Evolve).
3xF is designed to turn fragmented agronomic sources into trusted knowledge and adapt guidance to individual growers’ goals and constraints, while learning from what actually works.
Knowd’s development perspective
Qualitative categories from our market review, not product performance ratings.
Observe
Established
Detect & Decide
Contested
Act & Mitigate
More limited
Learn & Evolve
Less mature
Crop Intelligence GAP: connecting action and learning
FOUR CORE CAPABILITIES
From evidence to guidance.
From outcomes to knowledge.
Crop-intelligence modelling
Connect crop development, environmental conditions and observations to interpret what is happening in a growing space.
Provenance & confidence validation
Keep track of where evidence comes from and assess its reliability before using it to support guidance or future learning.
Multi-objective reasoning
Consider grower goals and competing constraints, including resources, skills, time and the conditions of the crop.
Outcome-based learning
Link recommendations to actual grower decisions, actions and results. Use outcomes that pass validation to refine future knowledge.
3xF System
Software intelligence.
Real-world evidence.
Natural-language interaction lets growers state goals, explain constraints, challenge recommendations and provide feedback.
USER INTERFACE
3xF Grow
App and dashboard: goals, constraints, personalised plans, photo checks, observations and grower actions.
SOFTWARE LAYER
3xF AI Engine
3xF AI Engine brings together three connected engines to connect knowledge, crop models, evidence and user context through validation and personalised reasoning.
DATA & COMMUNICATIONS
Gateway
Ingest, store, analyse and route data between the grower interface, intelligence layer and connected sources.
SENSING & PERCEPTION
Phone-based + 3xF Smarter Kit
Crop imagery, plant health, climate and soil observations, with field-data filtering and communication.
The 3xF AI Engine
Three Connected Engines. One Shared Foundation.
Intelligence Engine
From data to personalised, actionable knowledge.
- Knowledge fusion
- Crop models
- AI reasoning and recommendations
- Continuous learning
Production Engine
Turn insight into action in the growing space.
- Sensing and perception
- Field-data processing
- Future automation and control
- Integration with APIs and machinery
Exchange Engine
A longer-term vision for people, knowledge and opportunities.
- Community and collaboration
- Grower networks
- Market access
- Resource sharing
Validation and Development
Monitoring outcomes matters.
Shaping the inputs makes the difference.
Learning must earn its place.
3xF brings validated multi-source agronomic knowledge, grower context, real-world crop evidence, user constraints and verified outcomes into one adaptive architecture.
Successful and unsuccessful interventions can improve later decisions when the evidence is sufficiently reliable. Decision quality and the knowledge base can improve across successive crop cycles, seasons and geographies.
The intended result is cumulative knowledge, rather than a static crop database or a series of isolated recommendations.
To maximise each user’s experience, 3xF learns from the inputs behind every growing journey — context, decisions, actions and outcomes. Commercial growers, households, communities, schools and restaurants may grow for very different reasons, and each interaction helps 3xF understand what matters to them.
Your goal might be commercial performance, motivation, exploration, wellbeing, learning or simply the satisfaction of growing. We don’t define the goal. We help you move closer to it.
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