THE PROBLEM

The Blind Spot in
Global Agriculture

Commercial Agriculture is a $3 Trillion global industry running entirely on intuition.

Generative AI

Blind to Reality

Standard AI hallucinates because it can't see the real world. It only sees internet data.

Raw Apple
"I see an apple"

Physical Reality

Ground-Truth Accuracy

We spent 6 years teaching AI to accurately see, measure, and understand the physical reality of farms.

Apple with Visual Calipers
If you cannot establish the empirical, physical baseline of a crop, no amount of AI reasoning can reliably optimize the farm.

The Moat: 6-Year Head Start

We recognized the problem 6 years ago. While others built software wrappers, we spent 6 years doing the grueling, unsexy work of collecting empirical physics in the dirt. We possess an undeniable, proprietary dataset that cannot be scraped.

Data Moat
6 Years of Proprietary
Ground-Truth Data
Driven by proprietary data collection, creating an impenetrable, deep, defensible moat.

The Original Innovation: Ground-Truth IP

This 6-year history generated our untouchable ground-truth IP. FruitScout's foundational moat is the patented fundamental measurement of location, size, and weight.

1. Visual Locator®

Patented Spatial Ground-Truth

Our patented tech allows us to locate individual plants, surpassing GPS accuracy.

Visual Location Targeting
Mathematically answers exactly *where* inside a massive commercial canopy a single photo was captured.

2. Visual Calipers®

Patented Absolute Size

Instead of fuzzy semantic words describing the image, our AI takes measurements.

Visual Calipers Rendering
Measures the absolute geometric size (diameter, volume) of individual crop features while still on the tree.

3. Visual Scale®

Patented Yield Weight

Our patented AI grabs a phone and instantly measures what a plant weighs while it's still on the tree.

Visual Scale Rendering
That's the holy grail of ag-tech: accurate yield weight long before harvest. Google and OpenAI can't do this.

We measure the physics that Google and OpenAI cannot—and we own the patents.

Agave Wedge Market

Our original CV patents became the foundation for our two first agave products — forged in industrial scale agriculture.

Harvest Optimization

Live & Scaling
$80M/yr TAM

AI-powered yield forecasting, crew scheduling, and harvest logistics — driven by our patented physical measurements. Our customers pick the right fruit, at the right time, with the right labor. We have $2M+ booked ARR and climbing.

Safety & Compliance

New Product
$25M/yr TAM

AI-driven safety auditing and agrochemical compliance for commercial growers. Automated documentation, real-time field verification, and regulatory reporting — replacing manual paper-based processes entirely.

CRT Presentation

The Next Problems We Had to Solve

Our products were working. But as AI exploded onto the scene, we hit a fundamental ceiling — one that every AI company in agriculture is still crashing into today.

LLMs Don't Know Your Farm

ChatGPT and Gemini were trained on the internet. The internet has no idea how many boxes your block 14 will yield, what your packing house capacity is, or what a frost did to your crop last March. They hallucinate confidently.

LLMs Live in a Box

Every conversation is with only one person. There is no memory, no relationship, no accumulated understanding of your operation. Generic AI is a tool — not a teammate.

LLMs Can't Measure the Physical World

No language model can tell you the actual weight of fruit on a tree, the real spatial location of a problem in a canopy, or the true density of a yield block. Without physical ground truth, agricultural AI is just autocomplete.

We Have Solved All Three

Six years of proprietary data, patented physical measurement, and a next generation Compound AI, operating at enterprise scale. We didn't pivot to AI — we were built for it.

Margin & Security: The Adaptive AI Router

We completely insulate the enterprise against vendor lock-in. We aren't reliant on OpenAI or Google. Our platform automatically routes tasks to keep our margins high and our system future-proof.

Choosing the Right AI for the Job

Every incoming task — whether it involves labor scheduling, equipment maintenance, or crop biology — is evaluated in real-time. The platform intelligently selects the most capable and cost-efficient AI model for that specific problem, automatically.

Trivial Operations

Simple tasks are instantly routed to fast, cheap, open-source models.

Complex Reasoning

High-value agricultural problems are automatically escalated to premium models available, like OpenAI GPT-4 or Google Gemini.

The Catalyst: An AI Chief of Staff

When GenAI arrived, new entrants tried using generic internet data. Instead, we built an AI Chief of Staff and plugged it into our 6 year data fortress.

Designed Intelligence

1. Vision

Our patented crop measurement technology allows the AI to literally see, scale, and understand the physical reality of the farm.

2. Memory

Unparalleled contextual awareness. FarmAgent intimately learns the farm's history, labor force, and logistics over time.

3. Action

It doesn't just chat. FarmAgent autonomously schedules crews, orchestrates logistics, optimizes harvest yields, and executes physical operations across the entire enterprise, saving millions.

Teamwork: The Ultimate Differentiator

Standard ChatGPT forgets you the second you close the window, and has no idea what other people are doing.
FarmAgent connects every crop, every worker, and every decision made across your entire company forever.

Standard LLMs

Isolated & Amnesiac
  • They totally forget you and your business after every conversation.
  • Are not aware other people even exist.

FarmAgent

The Real Colleague

Its context includes every single conversation with you, and everyone else at your company.

FarmAgent is a teammate.

Standard LLM Isolation Agentic Teamwork Round Table

The Omni-Ag TAM: Scaling to $3.5 Billion ARR

We have packaged FarmAgent to guide agribusinesses through adopting AI

Base Tier

Visual Labor Management
Crew gate

Easy to adopt, highly effective, and captures the critical base layer of our data.

$375 Million

Specialty Intelligence

Visual Scouting -> Harvest Optimization
Orange visual scale overlay

Unlocking actionable yield forecasting through computer vision.

$750 Million

Enterprise Apex

Autonomous Farm Management
Enterprise AI Orchestration Drone View

Guiding the largest mega-farms in the world with end-to-end AI orchestration.

$1.89 Billion

The Commercial Reality: The Race Is Over

Anyone starting now is 6 years behind — and doesn't have the core patents to collect the data. We are already scaled to 70,000 acres of industrial agriculture. The race is over.

Map of Scale
Gen 1
Scaled to Industrial
Agriculture
Processing tens of thousands of daily interactions from real-world fields across massive commercial operations.
Winning the Race
Gen 2
Expanding to New Verticals
Expanding platform capabilities through exclusive Q2-Q3 commercial beta trials in Apples, Grapes, and Blueberries.