This year is all about building the core intelligence and establishing the marketplace framework.

• Charlie (Core Farm Management AI): Focuses on on-demand expertise, adaptive learning, visual analysis, and integrated farm management.
• Salli (Marketing AI Agent): Begins with initial social media management, basic mass email/SMS campaigns, and content generation for farms.
• David (Restaurant & Logistics AI Agent): Provides basic front-of-house support for restaurants, managing orders from the Farm-to-Table marketplace, and initial logistics coordination.
• Web Tools: Launch of the Food-System Directory, Livestock DB, Plant DB, Livestock Marketplace, and Farm-to-Table Marketplace, along with basic visualizations and template websites.

Building on our foundation, 2026 will see significant advancements in IoT integration for richer real-time data and more precise, proactive recommendations.

• Charlie (Proactive Farm Management AI): Integrates with a wide range of IoT sensors for granular data, and offers enhanced disease/pest outbreak prediction, livestock health monitoring, and optimal irrigation/fertilization schedules.
• Salli (Advanced Marketing AI Agent): Develops targeted marketing campaigns, optimizes social media content, and automates content personalization.
• David (Enhanced Restaurant & Logistics AI Agent): Starts assisting with restaurant inventory and waste reduction, and optimizes delivery routes dynamically.
• Web Tools: Introduce integrated sensor dashboards, advanced yield analytics, and enhanced event management features.

This year focuses on sophisticated human-AI collaboration tools and the execution layer for robotics.

• Charlie (Visionary Farm Intelligence): Enables robotics integration (execution layer), advanced proactive reasoning, individualized livestock monitoring, and advanced market price forecasting.
• Salli (Proactive Marketing AI Agent): Offers automated campaign management, sentiment analysis, and personalized product recommendations.
• David (Integrated Supply Chain & Restaurant AI Agent): Streamlines automated order fulfillment, provides real-time supply chain visibility, and advances quality assurance and waste reduction efforts.
• Web Tools: Include a robotics control interface, dynamic farm layout tools, and a supplier/buyer reputation system.

The culmination of our roadmap sees a highly integrated, intelligent ecosystem capable of near-autonomous farm and supply chain management with human oversight.

• Charlie (Fully Autonomous Decision-Making & Optimization): Introduces generative farm-scale digital twins for virtual simulation, proactive problem-solving with autonomous execution (pre-approved), comprehensive environmental impact optimization, and automated regulatory compliance.
• Salli (Full Spectrum Marketing & Brand Management AI): Provides predictive market trend analysis, automated brand storytelling, and multi-platform advertising optimization.
• David (End-to-End Food System Orchestration AI): Manages automated supply chain orchestration, dynamic pricing, waste-to-value integration, and expansion into new markets.
• Web Tools: Launch a personalized farm advisory hub, a sustainable practices dashboard, advanced marketplace matching, and a comprehensive event management platform.