Off-the-shelf AI doesn’t always fit. When your visual inspection challenges require something more specific, our team designs, trains, and deploys custom AI vision models built around your exact operational needs, from data collection to production-ready deployment.
Custom AI Vision Solutions
Your Operations Are Unique. Your AI Should Be Too.
How We Deliver
1
Discover & Define
Understand your challenge and data
2
Collect & Annotate
Build your training dataset
3
Train & Validate
Develop and test your model
4
Deploy & Optimise
Production rollout and monitoring
When You Need Us
When Standard AI Falls Short
Not every visual challenge can be solved with a generic, pre-trained model. Some operations involve materials, products, or conditions so specific that off-the-shelf AI simply doesn’t deliver the accuracy you need.
That’s where we come in. If your use case involves specialised materials, uncommon defect types, proprietary processes, or environments that general-purpose models weren’t trained for, we build the AI vision model that fits.
Niche Manufacturing Defects
Your products have unique surface textures, materials, or defect patterns that generic inspection models can’t reliably detect.
Specialised Object Recognition
You need to identify, classify, or count objects that are specific to your industry and don’t exist in standard AI training datasets.
Challenging Visual Environments
Extreme lighting, dust, heat, vibration, or underwater conditions that require models trained on environment-specific data.
Precision Measurement Requirements
Your quality standards demand sub-millimetre accuracy or dimensional analysis that requires custom calibration and training.
Complex Multi-Step Workflows
Your process involves sequential visual checks across multiple stages that need to be chained into a single intelligent pipeline.
Our Services
End-to-End Custom AI Vision Development
From initial feasibility assessment through to production deployment, we handle every stage of building your custom computer vision solution.
Custom Model Development
We design and train AI vision models from scratch, purpose-built for your specific visual inspection, detection, or classification challenge. Each model is optimised for your exact products, environments, and accuracy requirements.
Data Collection & Annotation
High-quality training data is the foundation of accurate AI. We manage the full data pipeline, capturing images from your operations, expert labelling and annotation, data augmentation, and quality validation to ensure robust model performance.
Edge & Cloud Deployment
We optimise and deploy your model for real-world performance, whether running on edge devices at the camera, in your private cloud, or as a hybrid solution. Includes model compression, latency optimisation, and hardware selection guidance.
Model Retraining & Improvement
AI models need to evolve. We provide ongoing retraining cycles using new operational data, performance monitoring, drift detection, and accuracy improvement, ensuring your model stays sharp as conditions change.
System Integration
Your AI model needs to work within your existing ecosystem. We integrate custom models with your MES, ERP, SCADA, camera management platforms, or other operational systems, so insights flow directly into your workflows and decision-making processes.
Feasibility Assessment & POC
Not sure if AI vision can solve your challenge? We provide a structured proof-of-concept using your real data, delivering a clear feasibility report with accuracy benchmarks, recommended approach, and timeline, under limited investment estimate before full commitment.
How It Works
From Challenge to Production in 6 Steps
Our proven methodology takes your unique visual challenge and delivers a production-ready AI model, with transparency at every stage.
Discovery Workshop
We hold the workshop for you, understand your visual challenge, assess data availability, and define success criteria together.
Data Strategy & Collection
Design the optimal data capture plan, collect representative samples from your operations, and build the training dataset.
Expert Annotation
Our specialist team labels your data with precision: defect boundaries, object classes, and measurement points, all validated for accuracy.
Model Training & Testing
Train candidate models, run validation against holdout data, iterate on architecture and parameters until accuracy targets are met.
Production Deployment
Optimise for your target hardware, deploy to edge or cloud, integrate with your systems, and validate in real operating conditions.
Monitor & Improve
Ongoing performance monitoring, periodic retraining with fresh data, and continuous accuracy improvement as your operations evolve.
Industries We Serve
Custom AI Vision Across Sectors
Our team has developed computer vision solutions across diverse industries, each with unique visual challenges and quality requirements.
Construction & Infrastructure
Eliminate material counting errors and project delays with automated inventory tracking for scaffolds, pipes, and construction materials. Reduce manual workload while ensuring accurate material management across multiple sites.
Manufacturing & Production
Prevent equipment failures and quality issues with real-time monitoring that catches problems before they shut down production lines. Enable mass production efficiency through AI guidance systems and predictive maintenance.
Logistics & Distribution
Stop shipping errors and customer service issues with high-volume visual inspection processing thousands of packages per hour. Maintain 99%+ accuracy rates with automated anomaly detection systems.
Facility Management
Ensure visitor safety and optimise crowd flow with real-time human tracking and automated congestion management. Reduce staffing costs while maintaining security and operational efficiency.
Warehousing & Storage
Achieve real-time inventory accuracy without manual counting. Track large palletised materials and line-side inventory automatically, eliminating stockouts and reducing carrying costs.
Need Ready-to-Deploy AI Instead?
Not every challenge requires a custom-built model. If your operations involve common visual monitoring needs like inventory counting, safety compliance, quality inspection, or equipment monitoring, we also offer OCTOps, our AI-powered camera monitoring platform with many built-in capabilities ready to deploy in days, not months.
Deploy in Days
Pre-built AI models ready for immediate deployment to your existing camera infrastructure.
With Many Built-In Capabilities
From visual inspection and inventory management to safety monitoring and workforce analytics.
Continuous Improvement
Models evolve and improve automatically through real-world data from your operations.
Custom Model Compatible
Your custom AI vision models can integrate directly into the OCTOps platform for unified management.
Let’s Build Your AI
Have a Visual Challenge That Needs a Custom Solution?
Tell us about your visual challenge and we’ll assess feasibility, recommend the right approach, and outline a clear path from concept to production-ready AI. No commitment required, just an honest conversation about what’s possible.