Engineering AI for Real-World Systems
The AI & Engineering vertical at Futops focuses on designing, building, and deploying production-grade AI systems that solve real-world problems. We combine strong engineering practices with applied artificial intelligence to deliver solutions that perform reliably in live environments—not just in controlled labs or proof-of-concepts.
Our expertise spans computer vision, video analytics, data intelligence and AI system engineering, with a strong emphasis on accuracy, scalability, transparency of AI decisions and operational reliability. We design AI systems that integrate seamlessly into existing platforms and workflows, and continue to perform as conditions, data and scale evolve.
What We Offer:
- AI Solution Design & Engineering
- Computer Vision & Video Analytics
- AI Model Development & Training
- AI System Integration
- Edge & Cloud AI Deployment
- MLOps & AI Lifecycle Support
AI Solution Design & Engineering
- Translate real business and operational problems into practical AI solutions
- Design end-to-end AI architectures covering data, models and deployment
- Select AI approaches that balance accuracy, cost and operational constraints
- Build solutions that are explainable, scalable and production-ready
Computer Vision & Video Analytics
- Build computer vision systems for detection, classification, tracking and behaviour analysis
- Extract actionable intelligence from live and recorded video streams
- Detect events, anomalies and rule-based scenarios in real time
- Support use cases across traffic, safety, surveillance and operations
AI Model Development & Training
- Define data strategies and prepare high-quality training datasets
- Train, fine-tune and validate models for real-world accuracy
- Test models against edge cases and changing environmental conditions
- Optimise models for performance, stability and deployment readiness
AI System Integration
- Integrate AI models into existing applications, platforms and workflows
- Expose AI capabilities through secure APIs and services
- Connect AI outputs to dashboards, alerts and operational systems
- Ensure AI systems operate reliably within existing IT environments
Edge & Cloud AI Deployment
- Deploy AI models on edge devices for low-latency, real-time inference
- Scale AI workloads in cloud environments for analytics and orchestration
- Design hybrid edge–cloud deployments based on performance and cost needs
- Ensure reliable operation across distributed and constrained environments
MLOps & AI Lifecycle Support
- Manage model deployment, versioning and controlled rollouts
- Monitor model performance, accuracy drift and data quality in production
- Support retraining and continuous improvement as conditions change
- Maintain long-term stability and reliability of AI systems
Key Features
AI-Based Traffic Counting & Classification
Accurate detection and classification of vehicles using advanced computer vision, even in mixed and lane-less traffic
Real-Time & Continuous Traffic Monitoring
24×7 traffic data capture with precise timestamps, beyond short-duration manual surveys
Offline Video Analytics (MP4 Upload)
Analyze pre-recorded traffic videos by uploading MP4 files – ideal for offline surveys, historical analysis and locations without live connectivity
Single & Multi-Lane Survey Support
Accurate traffic analysis across single-lane, multi-lane and lane-less road environments
Wide Vehicle Class Coverage
Supports detailed vehicle categories including two-wheelers, three-wheelers, cars, buses, multi-axle trucks, tractors, and special vehicles
Turning Movement & Directional Flow Analysis
Accurate left, through and right-turn movement counts for junction-level traffic analyis
Standard Survey-Ready Reports
Generates authority-accepted outputs such as traffic classification matrices, hourly and daily reports and peak-hour analysis and CVPD / ADT / AADT
Easy-to-Use Dashboards & Charts
Simple visual views of traffic trends, vehicle composition, and peak patterns—no complex learning required
Raw & Processed Data Exports
CSV and Excel exports for independent analysis, validation, and reporting.
Consistent & Reliable Accuracy
Removes fatigue, counting errors and observer bias common in manual survey
Fast Processing & Quick Delivery
Complete surveys and generate reports much faster compared to traditional methods
Audit-Ready & Authority-Accepted Outputs
Professional, standardized outputs that stand up to consultant review and authority scrutiny
Scales Across Multiple Survey Locations
Easily manage one-off junction surveys or multiple sites under a single platform
