AI Cattle Counting Software For Smarter Herd Tracking
Connect AI Cattle Counts Across Your Existing Systems
Our cattle counting solution 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's AI cattle counting software 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.
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.
4
Counting Modes Supported
1
Unique Tracking ID Per Animal
100%
Timestamped Count Records
$400K
Potential Miscount Exposure
- Drone footage capturedCattle movement, pasture visibility, and property footage enter the counting workflow.
- Animals detected and separatedComputer vision identifies individual cattle, even in crowded pens and moving herds.
- Counts verified with evidenceAI tracks cattle across frames and creates timestamped records for review and reporting.
- Reports delivered to teamsDashboards give operators count accuracy, movement visibility, and audit-ready inventory data.
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.
- 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.
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.
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.
Scroll sideways to meet the full team →
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 Pastures
Verify herd inventory across large properties without sending teams into repeated manual counts.
Feedlots and Holding Pens
Count animals in dense areas where overlap, movement, and visibility make manual counting unreliable.
Livestock Auctions
Speed up sale-day movement with accurate gate, pen, and loading counts backed by visual evidence.
Transport and Logistics
Verify load and unload counts with timestamped visual records, reducing disputes and improving accountability.
Dairy Operations
Automate daily herd visibility, barn checks, movement tracking, and exception reporting.
Finance and Audit Teams
Maintain digital records for inventory validation, reporting, financing, and compliance workflows.
Explore More AI Livestock Solutions
Extend cattle counting with connected livestock intelligence for herd management, animal detection, monitoring, and breed identification.
AI Livestock Management
Centralize herd monitoring, operational data, health insights, and livestock workflows with custom AI.
Explore Livestock ManagementAI Animal Detection
Detect, classify, track, and monitor animals across camera feeds, images, drones, and field environments.
Explore Animal DetectionCattle Breed Identification
Identify cattle breeds from images using computer vision models trained for livestock recognition workflows.
Explore Breed IdentificationWhy 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-Shelf
Your model is trained around your livestock, environment, camera angles, lighting conditions, and counting workflows instead of relying on generic datasets.
Proven at Commercial
Our experience includes large-scale livestock operations, including AI cattle counting for a 340,000-head Australian beef production environment.
End-to-End
We handle model training, dashboard development, integrations, edge deployment, QA, monitoring, support, and optimization from one engineering team.
Offline-First
The system can run in remote environments where pasture operations, drone audits, and field teams cannot depend on continuous internet access.
Multi-Use-Case
Use one AI partner for drone counts, gate counts, feedlot verification, auction counting, transport validation, and audit-ready livestock records.
20+ Years of Engineering Excellence
Folio3 AI combines two decades of software engineering expertise with over 15 years of AI, computer vision, AgTech, cloud engineering, and production deployment experience.
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.
Custom cattle intelligenceTurn More of Your Cattle Footage Into Herd Intelligence
Built Around Your Herd
Extend cattle counting with models, workflows, and visual analytics tailored to your herd, facilities, cameras, and field operations.
Individual Cattle Tracking
Maintain animal identities across gates, pens, drones, and repeated video frames.
Health and Behavior Monitoring
Detect mobility changes, isolation, inactivity, and other visible risk signals.
Breed and Attribute Recognition
Classify breeds and visible animal attributes from images and operational footage.
Movement and Flow Analytics
Analyze direction, dwell time, congestion, and livestock movement patterns.
Develop capabilities tailored to your cattle, footage, facilities, and workflows.
Frequently Asked Questions
What is AI cattle counting software and how does it work?
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?
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?
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?
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?
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?
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?
Yes. Folio3 AI can connect cattle count data with ERPs, farm platforms, feedlot systems, auction tools, and custom databases.
How long does deployment take?
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?
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?
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.
