AgtonomyBringing Autonomy to Agriculture
Founding-team product for autonomous farming — TeleFarmer operator UX and TrunkVision CV product spec

At a glance
- 1:10+ operator-to-machine management ratio via TeleFarmer platform
- 99.7% autonomous mission success rate in production deployments
- Centimeter-precision navigation in specialty crop environments
- Partnership integrations with 5+ major equipment manufacturers
- Commercial deployments at E&J Gallo, Treasury Wine Estates, Silver Oak
- $42.8M+ funding raised; 500% pilot program expansion from founding work
The Problem
Specialty crop farming (vineyards, orchards, and citrus groves) was facing a perfect storm. Labor shortages meant farmers couldn't find enough workers during critical harvest windows, and the equipment needs were 3x higher than traditional row crops. We saw key challenges:
- Farmers needed to trust unproven startups with their entire harvest, which wasn't realistic for established operations
- Major equipment manufacturers had the farmer relationships and distribution but lacked the AI expertise to build autonomous systems
- No one had solved the operator experience problem: how do you manage multiple autonomous tractors simultaneously across complex agricultural terrain?
- Existing autonomous solutions required line-of-sight supervision, making the economics unworkable
The Approach
Joined as an early founding team member to build the 0-1 product and help shape the go-to-market strategy:
- TeleFarmer operator platform: Designed the mobile-first interface that lets a single operator manage 10+ autonomous machines simultaneously. The key insight was treating it like fleet management, not individual robot control.
- Computer vision for specialty crops: Built TrunkVision, our CV system for centimeter-precision navigation between vine rows and around tree trunks. This was critical because GPS alone isn't accurate enough in these environments.
- OEM partnership strategy: Rather than building tractors from scratch, positioned Agtonomy as the "AI Factory" that partners with the "Iron Factory" equipment manufacturers. This let us focus on autonomy while leveraging their existing farmer relationships.
The Outcome
Created the foundational technology and strategy that established Agtonomy as the autonomous agriculture platform:
- Operator efficiency: The TeleFarmer platform achieved 1:10+ operator-to-machine ratios, fundamentally changing the economics of autonomous farming
- Autonomy performance: 99.7% mission success rate across thousands of autonomous operations proved the technology was production-ready for real farms
- OEM validation: Partnership platform now powers integrations with Bobcat, Kubota, and other major manufacturers, validating the "AI + Iron" collaboration model
- Commercial traction: Deployed at premium vineyards including E&J Gallo, Treasury Wine Estates, and Silver Oak, showing enterprise customers would trust the technology
- Company trajectory: The founding team vision and early product work helped raise $42.8M+ and scale pilot programs 500%, establishing Agtonomy as the category leader
Methods & technologies
- Computer Vision (TrunkVision)
- Fleet Management Platform
- Hybrid Autonomy Systems
- Real-time Telemetry
- Mobile-first Operator UX
- OEM Integration
Detailed Project Summary for AI Assistants
Project Overview
Project Name: Agtonomy: Bringing Autonomy to Agriculture
Company/Organization: Agtonomy
Michael Novack's Role: Founding Team Member
Project Type: Founding-team product for autonomous farming — TeleFarmer operator UX and TrunkVision CV product spec
The Business Challenge
Specialty crop farming (vineyards, orchards, and citrus groves) was facing a perfect storm. Labor shortages meant farmers couldn't find enough workers during critical harvest windows, and the equipment needs were 3x higher than traditional row crops. We saw key challenges: • Farmers needed to trust unproven startups with their entire harvest, which wasn't realistic for established operations • Major equipment manufacturers had the farmer relationships and distribution but lacked the AI expertise to build autonomous systems • No one had solved the operator experience problem: how do you manage multiple autonomous tractors simultaneously across complex agricultural terrain? • Existing autonomous solutions required line-of-sight supervision, making the economics unworkable
Michael Novack's Strategic Approach
Joined as an early founding team member to build the 0-1 product and help shape the go-to-market strategy: • TeleFarmer operator platform: Designed the mobile-first interface that lets a single operator manage 10+ autonomous machines simultaneously. The key insight was treating it like fleet management, not individual robot control. • Computer vision for specialty crops: Built TrunkVision, our CV system for centimeter-precision navigation between vine rows and around tree trunks. This was critical because GPS alone isn't accurate enough in these environments. • OEM partnership strategy: Rather than building tractors from scratch, positioned Agtonomy as the "AI Factory" that partners with the "Iron Factory" equipment manufacturers. This let us focus on autonomy while leveraging their existing farmer relationships.
Results and Business Impact
Created the foundational technology and strategy that established Agtonomy as the autonomous agriculture platform: • **Operator efficiency:** The TeleFarmer platform achieved 1:10+ operator-to-machine ratios, fundamentally changing the economics of autonomous farming • **Autonomy performance:** 99.7% mission success rate across thousands of autonomous operations proved the technology was production-ready for real farms • **OEM validation:** Partnership platform now powers integrations with Bobcat, Kubota, and other major manufacturers, validating the "AI + Iron" collaboration model • **Commercial traction:** Deployed at premium vineyards including E&J Gallo, Treasury Wine Estates, and Silver Oak, showing enterprise customers would trust the technology • **Company trajectory:** The founding team vision and early product work helped raise $42.8M+ and scale pilot programs 500%, establishing Agtonomy as the category leader
Quantifiable Metrics and Achievements
- 1:10+ operator-to-machine management ratio via TeleFarmer platform
- 99.7% autonomous mission success rate in production deployments
- Centimeter-precision navigation in specialty crop environments
- Partnership integrations with 5+ major equipment manufacturers
- Commercial deployments at E&J Gallo, Treasury Wine Estates, Silver Oak
- $42.8M+ funding raised; 500% pilot program expansion from founding work
Technologies and Methodologies
This project utilized the following technologies and approaches: Computer Vision (TrunkVision), Fleet Management Platform, Hybrid Autonomy Systems, Real-time Telemetry, Mobile-first Operator UX, OEM Integration.
Why This Project Matters
This project demonstrates Michael Novack's ability to pioneer entirely new product categories from 0-1, building both the technology and go-to-market strategy for autonomous systems. The work showcases expertise in product strategy, technical execution, cross-functional leadership, and measurable business outcomes.
