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Data systems

Data pipelines built for the speed of markets.

We design and build high-throughput data systems that ingest, normalise, and route market data with sub-millisecond latency. Whether you need a tick-by-tick feed handler, a time-series store optimised for backtesting, or a real-time analytics dashboard, we engineer the full pipeline — from network capture to query layer.

Capabilities

High-frequency tick data ingestion
Custom feed handlers and normalisation
Time-series database design and tuning
Real-time streaming pipelines
Historical data warehousing
Low-latency query engines
AI visual recognition

Computer vision that acts at the edge.

Our AI visual recognition systems are built for environments where latency and reliability are non-negotiable. We train, optimise, and deploy custom vision models — from object detection and classification to anomaly detection and scene understanding — directly on edge hardware, eliminating cloud round-trips entirely.

Capabilities

Custom model training and fine-tuning
Object detection and classification
Anomaly and defect detection
Real-time video stream processing
On-device model optimisation (quantisation, pruning)
Edge deployment on custom hardware
Edge computing

Intelligence at the point of origin.

Moving data to the cloud introduces latency, cost, and risk. We design edge computing architectures that process data where it is generated — on custom boards, FPGAs, or purpose-built appliances. Our systems handle everything from sensor fusion and local inference to secure telemetry and remote management.

Capabilities

Custom edge hardware design and bring-up
FPGA-accelerated processing pipelines
Sensor fusion and local inference
Secure over-the-air update systems
Remote monitoring and telemetry
Ruggedised deployment for harsh environments
Custom AI systems

AI built for your problem, not the general case.

Off-the-shelf AI models are optimised for the average use case. We build custom AI systems from the ground up — selecting the right architecture, training on your data, and deploying in a form that fits your infrastructure. From reinforcement learning for execution strategies to transformer-based signal generation, we engineer AI that performs where it matters.

Capabilities

Custom model architecture design
Supervised, unsupervised, and RL training
Signal generation and alpha research
Model serving and inference optimisation
MLOps pipeline design and automation
Continuous retraining and monitoring

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Stavan Innovation Technology© 2026
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