AI Cattle Counting Software For Smarter Herd Tracking

Stop losing revenue to manual miscounts. Folio3 AI automates livestock counts across drones, gates, pens, and transport points with audit-ready computer vision accuracy.

90%Counting accuracy achieved for large-scale livestock workflows.
340,000-headHerd capacity supported across complex property networks.
Edge-readyCounts can run where connectivity is limited or unavailable.
340KHead Herd Capacity
Livestock count engineAudit-ready
Drone, gate, chute, pen, and CCTV counting
Timestamped livestock movement records
ERP, farm, auction, and dashboard integrations
Edge deployment for remote ranch operations

Connect AI Cattle Counts Across Your Existing Systems

Folio3 AI builds around your existing hardware, workflows, and systems, so your operation gets AI visibility without unnecessary infrastructure replacement.

Hardware Compatibility The platform supports DJI drones, fixed CCTV, chute cameras, gate cameras, feed truck cameras, helmet cameras, mobile devices, and thermal camera setups.
ERP and Farm System Integrations Connect AI cattle counts with AgriERP, livestock ERPs, feedlot systems, farm management platforms, auction software, and custom internal databases.
Cloud and Infrastructure Options Deploy on AWS, Microsoft Azure, Google Cloud, on-premise infrastructure, edge devices, or hybrid environments based on your security needs.
Vision Models We use YOLOv8, Mask R-CNN, DeepSORT tracking, thermal processing, and custom-trained models to support accurate livestock detection and tracking.

Smarter Cattle Counting With AI Video Detection

Manual cattle counts slow livestock movement, increase costs, and create disputes when animals are missed or duplicated. See how Folio3 AI uses video detection, real-time headcounts, timestamped records, and alerts across gates, chutes, trailers, and sites. Watch our video now.


Our AI Cattle Counting Solutions

Different operations count cattle differently. Folio3 AI supports drone audits, gate counts, pen verification, and auction workflows from one integrated platform.

Drone-Based Pasture Audits

Count cattle across large pastures using aerial footage. The AI detects, separates, tracks, and verifies animals without forcing teams into manual field counts.

Gate and Chute Counting

Count cattle as they move through gates, chutes, alleys, loading areas, or entry points, with timestamped records for inventory and movement control.

Pen and Feedlot Verification

Verify cattle counts inside pens, feedlots, holding yards, and staging areas using CCTV, mobile footage, or fixed camera feeds.

Auction and Transport Counts

Validate cattle movement during loading, unloading, transport, sale, and receiving workflows with digital records that reduce disputes and manual recounts.

The AI Engineering Behind Our Cattle Counting Precision

Our AI cattle counting solution is engineered for real livestock conditions, including movement, overlap, poor lighting, dark coats, dust, and remote environments.

AIdetection + tracking + edge
Built for real livestock conditions Engineered to handle movement, overlap, poor lighting, dark coats, dust, and remote environments.

Multi-Altitude Detection Training

The model learns from drone, gate, chute, and pen-level footage, helping it detect cattle accurately across different camera positions and operating conditions.

Instance Segmentation for Cluster Separation

When cattle bunch together, AI separates individual animal outlines instead of counting one large group shape. This improves accuracy in crowded scenes.

DeepSORT Motion Tracking

Each moving animal receives a unique tracking ID, helping the system avoid duplicate counts when cattle cross, pause, turn, or move backward.

Edge Deployment for Zero-Connectivity Environments

Counts can run on drone controllers, rugged tablets, or local devices, so remote ranch teams get results without waiting for internet access.

Thermal and Contrast-Enhanced Imaging

Thermal and enhanced RGB models improve detection when cattle are black-coated, shadowed, low-lit, or difficult to separate from the background.

Commercial-Scale Cattle Counting Results

Built for livestock operations that need accurate counts across pastures, pens, gates, transport points, and audit workflows.

4Counting Modes Supported
1Unique Tracking ID Per Animal
100%Timestamped Count Records
$400KPotential Miscount Exposure
Drone footage captured Cattle movement, pasture visibility, and property footage enter the counting workflow.
Animals detected and separated Computer vision identifies individual cattle, even in crowded pens and moving herds.
Counts verified with evidence AI tracks cattle across frames and creates timestamped records for review and reporting.
Reports delivered to teams Dashboards give operators count accuracy, movement visibility, and audit-ready inventory data.
Cattle Counting Impact Live outcome view
Counting accuracy99.9%
Herd capacity supported340K
Properties automated14

Automated Cattle Counting At Scale

Australia’s 2nd largest beef producer needed faster, more reliable cattle counts across large properties. Folio3 AI built a computer vision system that processed drone footage, detected livestock, automated counting, and delivered reporting dashboards for operational visibility.

4 Counting Workflows
0% Continuous Connectivity Required
2 Count-Verification Layers
Built a computer vision model trained for real cattle conditions and drone footage.
Detected, separated, tracked, and counted cattle across large-scale livestock environments.
Generated dashboard-ready count data for inventory, reporting, and operational review.
Reduced manual counting effort, improved accuracy, and removed human error from livestock inventory workflows.
Explore a Similar Build →

How We Deploy Your Cattle Counting System

Our deployment process moves from workflow discovery to a trained model, validated accuracy, system integration, and live livestock counts with ongoing optimization.

Discovery and Requirements Scoping

We map your operation type, herd size, counting workflows, camera setup, system integrations, reporting needs, and accuracy targets.

Data Collection and Model Training

We use your site footage, livestock breeds, camera angles, and operating conditions to train a model that fits your environment.

Proof of Concept and Accuracy Validation

We test AI counts against known records, review edge cases, and validate performance before moving into full production deployment.

Integration and Dashboard Setup

We connect count data with dashboards, reports, ERP systems, farm platforms, auction tools, or internal databases your team already uses.

Our Experts

Meet the Experts Behind Folio3 AI

Folio3 AI brings together AI leaders, engineering experts, enterprise technology strategists, and industry consultants who turn AI opportunities into practical, scalable, production-ready solutions.

Aditya Dayal

Aditya Dayal

Chief AI Officer, UAE

Aditya leads AI and sensor development, helping bring advanced environmental, occupancy, and intelligence-driven solutions to market.

Omer Masroor

Omer Masroor

Sr. AI Technical Advisor, UAE

Omer supports AI strategy, enterprise implementation, and production-grade solution planning for complex business environments.

Abdul Sami

Abdul Sami

Senior Software Architect

Abdul Sami helps enterprises design scalable architectures, reliable application foundations, and production-ready AI solutions.

Aneeq Hashmi

Aneeq Hashmi

Director Engineering - AI & Machine Learning

Aneeq leads engineering across intelligent automation, enterprise architecture, model implementation, and scalable AI adoption.

Adnan Lawai

Adnan Lawai

CEO, Folio3

Adnan brings executive technology leadership, product development, and business strategy experience across global markets.

Umair Khan

Umair Khan

Chairman, Folio3

Umair brings decades of entrepreneurial, enterprise software, and technology leadership experience to Folio3.

Harold Birch

Harold Birch

AgTech Consultant, North America

Harold brings hands-on agricultural technology expertise to AI solutions for farming, livestock, and AgTech operations.

Where AI Cattle Counting Creates Operational Value

Use verified cattle counts across ranching, feedlot, transport, auction, and dairy operations where manual counting creates delays and disputes.

Ranches and PasturesVerify herd inventory across large properties without sending teams into repeated manual counts.
Feedlots and Holding PensCount animals in dense areas where overlap, movement, and visibility make manual counting unreliable.
Livestock AuctionsSpeed up sale-day movement with accurate gate, pen, and loading counts backed by visual evidence.
Transport and LogisticsVerify load and unload counts with timestamped visual records, reducing disputes and improving accountability.
Dairy OperationsAutomate daily herd visibility, barn checks, movement tracking, and exception reporting.
Finance and Audit TeamsMaintain digital records for inventory validation, reporting, financing, and compliance workflows.

Why Choose Folio3 AI as Their Cattle Counting Software Partner

Folio3 AI delivers custom cattle counting systems built around your herd, camera setup, terrain, workflows, integrations, and accuracy requirements.

Custom-Built, Not Off-the-ShelfYour model is trained around your livestock, environment, camera angles, lighting conditions, and counting workflows instead of relying on generic datasets.
Proven at Commercial ScaleOur experience includes large-scale livestock operations, including AI cattle counting for a 340,000-head Australian beef production environment.
End-to-End DeliveryWe handle model training, dashboard development, integrations, edge deployment, QA, monitoring, support, and optimization from one engineering team.
Offline-First ArchitectureThe system can run in remote environments where pasture operations, drone audits, and field teams cannot depend on continuous internet access.
Multi-Use-Case CoverageUse one AI partner for drone counts, gate counts, feedlot verification, auction counting, transport validation, and audit-ready livestock records.
20+ Years of Engineering ExcellenceFolio3 AI combines two decades of software engineering expertise with over 15 years of AI, computer vision, AgTech, cloud engineering, and production deployment experience.
Cattle monitored through a computer vision system
Custom cattle intelligence
Animal Tracking Follow cattle across pens and camera views
Behavior Signals Surface movement and activity exceptions

Built Around Your Herd

Turn More of Your Cattle Footage Into Herd Intelligence

Extend cattle counting with models, workflows, and visual analytics tailored to your herd, facilities, cameras, and field operations.

Do More With Computer Vision

Add More Intelligence to Your Cattle Counting

Build on your existing cattle counting system with custom computer vision models designed around your herd, camera environment, terrain, and workflows. Add new layers of intelligence that help teams monitor cattle, verify movement, and improve decisions from every frame.

01

Individual Cattle Tracking

Maintain animal identities across gates, pens, drones, and repeated video frames.

02

Health and Behavior Monitoring

Detect mobility changes, isolation, inactivity, and other visible risk signals.

03

Breed and Attribute Recognition

Classify breeds and visible animal attributes from images and operational footage.

04

Movement and Flow Analytics

Analyze direction, dwell time, congestion, and livestock movement patterns.

Frequently Asked Questions

What is AI cattle counting software and how does it work?

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It uses computer vision to detect, track, separate, and count cattle from drone footage, CCTV, gate cameras, chute cameras, and recorded video.

How accurate is AI cattle counting compared to manual counting?

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When trained on the right footage, AI can outperform manual counts by reducing missed animals, duplicate counts, and human counting fatigue.

What camera and drone hardware does the system require?

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The system can support drones, CCTV, gate cameras, chute cameras, thermal cameras, mobile cameras, and ruggedized field devices.

Can the software count cattle in remote areas without internet access?

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Yes. Edge deployment allows counts to run locally on field devices, drone controllers, or rugged tablets without continuous internet connectivity.

How does the AI distinguish individual animals when they are bunched together?

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Instance segmentation separates individual animal outlines, while motion tracking follows each animal across frames to reduce overlap and duplicate count errors.

Does the system work for other livestock species besides cattle?

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Yes. The AI animal counting software solution can be trained for sheep, swine, horses, and other livestock species.

Can it integrate with our existing ERP or farm management system?

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Yes. Folio3 AI can connect cattle count data with ERPs, farm platforms, feedlot systems, auction tools, and custom databases.

How long does deployment take?

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A POC usually takes 4–6 weeks. Full production deployment typically takes 3–4 months, depending on footage, integrations, and scope.

Is count data stored for audits or loan verification?

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Yes. Count events can include timestamps, footage references, metadata, reports, and digital logs for audit, finance, and compliance workflows.

What happens when the lighting is poor, or the cattle are black-coated?

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Thermal imaging, contrast-enhanced models, and site-specific training improve detection in shadows, low light, dust, and dark-coated herd conditions.

Stop Estimating. Start Counting With Certainty.

A 2% miscount on 10,000 head can cost $400K. Folio3 AI helps you count, verify, and protect livestock value with confidence.

No generic product pitch. Just a practical conversation around your cattle counting workflows, footage, hardware, and deployment path.
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