Computer Vision That
Sees Beyond Human Limits
Human inspectors catch 80-85% of defects. They get tired, distracted, and inconsistent across shifts. Our computer vision systems detect 99.4% of defects at production line speed, 24 hours a day, 365 days a year -- and they get more accurate over time, never less.
What Your Eyes Are Missing
Is Costing You Millions
Visual inspection failures are the invisible tax on your operations.
Human Inspectors Missing 15-20% of Defects
Fatigue sets in after 30 minutes of visual inspection. By hour 4, detection rates plummet. Micro-defects invisible to the naked eye pass through your line and reach customers as warranty claims.
Production Line Bottlenecks
Manual inspection creates chokepoints. Your line can produce 1,000 units/hour but inspection can only clear 200. You are paying for capacity you cannot use because humans cannot keep up.
Inventory Blindspots
Retail shrinkage costs the industry $100B annually. Your shelves are empty for hours before anyone notices. Stock miscounts cascade into lost sales and incorrect reordering.
Delayed Medical Diagnoses
Radiologists are overloaded. Average reading backlog is 3-7 days. Early detection of tumors, fractures, and pathological indicators saves lives -- but only if the images are read in time.
Security Footage Nobody Watches
You have 200 cameras and 2 security guards. 99% of footage is never reviewed. Incidents are discovered hours or days after they happen. Your surveillance system is recording, not protecting.
Crop Losses From Late Detection
Disease and pest infestations spread exponentially. By the time a human scout spots the problem across 1,000 hectares, you have already lost 30% of the affected area. Drone-based CV catches it at 2%.
Free Computer Vision Feasibility Study ($10,000 Value)
Send us sample images or video from your use case. Our CV engineers will analyze the visual challenge, test with preliminary models, and deliver a feasibility report with accuracy estimates -- completely free. Only 2 slots available this quarter.
Accepted on technical merit. We will review your use case within 48 hours.
Computer Vision Solutions We Build
From pixel-level defect detection to city-scale video analytics, deployed on edge or cloud.
Quality Inspection & Defect Detection
Sub-millimeter defect detection on production lines at full speed. Catches surface defects, dimensional errors, assembly mistakes, and packaging issues that human inspectors miss. Deployed on edge hardware for zero-latency decisions.
Facial Recognition & Access Control
Enterprise-grade facial recognition with liveness detection, anti-spoofing, and privacy-by-design architecture. On-device processing means no images leave your premises. Compliance with GDPR, PDPA, and biometric regulations built in.
Video Analytics & Surveillance
Real-time analysis of surveillance feeds: intrusion detection, crowd counting, behavior analysis, license plate recognition, and anomaly alerting. Turn passive cameras into active security systems.
Retail Visual Intelligence
Shelf monitoring, planogram compliance, customer flow heatmaps, checkout-free shopping, and theft prevention. Visual AI that turns your retail space into a data-rich intelligent environment.
Medical Imaging AI
AI-assisted radiology, pathology slide analysis, surgical navigation, and patient monitoring. FDA/CE-ready model development with clinical validation and regulatory support for APAC markets.
Drone & Satellite Imagery
Agricultural crop monitoring, infrastructure inspection, construction progress tracking, and environmental monitoring. Process thousands of aerial images per day with automated reporting and alerting.
From Concept to Production Vision
Our battle-tested methodology delivers production-grade CV systems that work in real-world conditions.
Visual Discovery
On-site assessment of your visual challenge. Camera placement analysis, lighting conditions, image quality evaluation, and preliminary model testing with sample data.
WEEK 1-3
Data & Architecture
Image data collection, annotation pipeline setup, model architecture selection, edge vs. cloud deployment design, and hardware specification for your environment.
WEEK 3-6
Model Training
Custom CNN/Transformer training, transfer learning, data augmentation, model optimization for target hardware, and extensive validation with held-out test sets.
WEEK 6-12
Edge Deploy
Model optimization for target hardware (NVIDIA Jetson, Intel, custom), integration with existing cameras and systems, real-time inference pipeline deployment.
WEEK 12-16
Monitor & Evolve
Production monitoring, accuracy tracking, automated retraining on new defect types, model versioning, and expansion to additional inspection points or camera views.
ONGOING
Computer Vision Pricing
From single-camera pilots to factory-wide deployments. Every engagement starts with a free feasibility study.
Vision Pilot
- Single use case / camera view
- Custom model development
- Up to 10 object classes
- Edge or cloud deployment
- Basic alerting & dashboard
- Model accuracy guarantee 97%+
- 90-day optimization period
- Email support
Vision Scale
- Up to 5 camera views / use cases
- Multi-model architecture
- Unlimited object classes
- Edge + cloud hybrid deployment
- Real-time alerting & analytics
- Custom integration APIs
- Model accuracy guarantee 99%+
- 6-month optimization period
- Priority support (4h response)
- Dedicated CV engineer
Vision Command
- Unlimited cameras & use cases
- Custom deep learning architectures
- Full edge infrastructure design
- Multi-site deployment
- Video analytics platform
- Custom compliance framework
- Dedicated CV engineering team
- 24/7 SLA-backed support
- 12-month continuous optimization
- Hardware procurement assistance
- On-site training for your team
All prices in USD. Hardware costs not included. POC pricing available for qualified prospects.
Computer Vision by Industry
Visual intelligence deployed where it matters most -- on your factory floor, in your stores, and across your operations.
Manufacturing & QC
Surface defect detection, dimensional measurement, assembly verification, weld inspection, PCB soldering quality, and packaging integrity. Replace human inspectors with 99.7% accurate systems running at full line speed.
RESULT: 73% warranty claim reduction, 81% fewer returns
Retail & CPG
Shelf monitoring, planogram compliance, out-of-stock detection, customer flow heatmaps, queue management, and loss prevention. Turn cameras from cost centers into revenue intelligence tools.
RESULT: $4.2M recovered in lost sales annually
Healthcare & Diagnostics
Radiology AI (X-ray, CT, MRI), pathology slide analysis, surgical navigation, wound assessment, and patient monitoring. Clinical-grade models with regulatory pathway support for APAC markets.
RESULT: 98.7% sensitivity for early-stage detection
Agriculture & AgTech
Crop disease detection, pest identification, yield estimation, ripeness grading, and irrigation optimization via drone and satellite imagery. Protect millions in crop value with early detection.
RESULT: 30% reduction in crop loss from early detection
Security & Surveillance
Perimeter intrusion detection, crowd analytics, behavior anomaly recognition, license plate recognition, and access control. Transform passive CCTV into active threat detection systems.
RESULT: 95% threat detection, 4-second alert time
Construction & Infrastructure
Progress monitoring via drone imagery, safety compliance detection (PPE, zone violations), structural inspection, and material tracking. Automated site intelligence from the air and ground.
RESULT: 45% reduction in safety incidents
// IN PLAIN LANGUAGE
Imagine giving every camera in your operation a brain that never blinks, never gets tired, and catches things the sharpest human eye would miss -- then connects what it sees to immediate action.
That is computer vision. Your cameras already capture everything. We teach them to understand it, at speeds and accuracy levels that transform how you inspect, monitor, and optimize your physical operations.
99% Accuracy Guarantee or We Rebuild Free
If your computer vision system does not meet the agreed accuracy threshold in production conditions, we will continue training, optimizing, and redeploying at zero cost until it does. We guarantee real-world performance, not just lab results.
Vision Systems in Production
"Seraphim's defect detection system catches micro-cracks our best inspectors missed for years. We reduced warranty claims by 73% and customer returns by 81%. The system runs on 12 camera stations at 60fps and has not missed a production day since deployment."
Yuki Tanaka
VP Manufacturing, PrecisionTech Osaka
"We deployed CV-powered shelf monitoring across 340 stores. Stock-out detection time dropped from 6 hours to 11 minutes. That alone recovered $4.2M in annual lost sales. The ROI was achieved in 5 months."
Michael Wong
Director of Innovation, MegaMart Hong Kong
"The medical imaging AI Seraphim built for our pathology lab identifies early-stage malignancies with 98.7% sensitivity -- outperforming our senior pathologists in a blind study. It has become an indispensable second opinion for every slide we read."
Dr. Amara Phan
Chief Pathologist, MedVision Bangkok
Every Defect You Miss Reaches a Customer
Every undetected quality issue, every missed security threat, every misread medical image has a cost -- financial, reputational, or human. Computer vision does not replace your expertise. It amplifies it to superhuman levels.
Computer Vision FAQs
What industries benefit most from computer vision?
+Manufacturing (quality inspection at 60fps, defect detection, assembly verification), retail (shelf monitoring, customer analytics, loss prevention), healthcare (medical imaging, pathology, patient monitoring), logistics (package sorting, damage detection, barcode reading), agriculture (crop health monitoring, yield estimation), security (surveillance analytics, access control, crowd management), and construction (progress monitoring, safety compliance).
What accuracy rates can you achieve?
+Our production models achieve 99.4% average detection accuracy across all deployments. For quality inspection specifically, we typically reach 99.7%+ accuracy -- significantly surpassing human inspectors who average 80-85% under optimal conditions. Accuracy depends on image quality, lighting consistency, and defect characteristics. We provide specific accuracy guarantees for every project.
Can computer vision work in real-time on production lines?
+Yes. Our edge-optimized models process 60+ frames per second on production-grade hardware. We deploy on NVIDIA Jetson (Orin, AGX), Intel OpenVINO-optimized processors, or cloud GPU clusters depending on your latency requirements. For manufacturing, we achieve sub-50ms inference times, enabling real-time reject/pass decisions at full line speed.
How much training data do we need?
+Typically 1,000-10,000 labeled images per class for custom object detection. For defect detection, we often start with as few as 200-500 defect images using transfer learning from pre-trained models and synthetic data generation. We handle the entire data pipeline: collection, annotation, augmentation, and quality assurance. More data improves accuracy, but we can deliver production-quality results with surprisingly little.
Can you deploy on edge devices in our factory?
+Absolutely. We specialize in edge deployment for manufacturing and industrial environments. Our models run on NVIDIA Jetson (Nano, Orin, AGX Xavier), Intel NUCs with OpenVINO, and custom industrial PCs with no cloud dependency required. Edge deployment means zero latency, no bandwidth costs, and your images never leave your premises -- critical for IP-sensitive manufacturing.
What about privacy with facial recognition?
+We implement privacy-by-design in every facial recognition system: on-device processing (no images sent to cloud), template-based matching (no raw face storage), anonymization options, consent management workflows, and full compliance with GDPR, PDPA, PDPD, APPI, PIPA, and local biometric regulations. We also offer non-biometric alternatives like badge/QR-based access where regulations restrict facial recognition.
What cameras and hardware do we need?
+It depends on the use case. For quality inspection, we typically recommend industrial cameras (Basler, FLIR, Cognex) with controlled lighting. For surveillance, existing IP cameras often suffice. For retail, standard PoE cameras work well. During our discovery phase, we assess your existing camera infrastructure and recommend upgrades only where necessary. We can procure and install hardware as part of our Enterprise tier.
Why Seraphim for Computer Vision
Real-World, Not Lab Results
99.4% accuracy in production environments -- with variable lighting, dirty lenses, moving conveyor belts, and everything else that makes lab demos useless. We test in your conditions, not ours.
Edge-Native Architecture
Our models are optimized for edge deployment from the start. Sub-50ms inference, no cloud dependency, no bandwidth costs. Critical for manufacturing lines where latency means rejected product.
Hardware-Agnostic Deployment
NVIDIA Jetson, Intel OpenVINO, ARM processors, cloud GPU clusters -- we optimize for your target platform. Use your existing cameras or we will recommend the minimum hardware upgrade needed.
56 Production Deployments
Not demos, not POCs -- 56 computer vision systems running in production across manufacturing, retail, healthcare, and security in APAC. Real systems solving real problems at industrial scale.
Continuous Model Evolution
New defect types appear. Products change. Lighting shifts with seasons. Our automated retraining pipeline keeps your models current without manual intervention. Your CV system gets smarter over time.
Accuracy Guaranteed by Contract
We guarantee the agreed accuracy threshold in production conditions or we rebuild at zero cost. We test with your data, in your environment, under your conditions. No asterisks.
Ready to Give Your Operations Superhuman Vision?
Free computer vision feasibility study valued at $10,000. Send us sample images or video from your use case. We will analyze the challenge, run preliminary models, and deliver a detailed report with accuracy estimates and deployment recommendations.