Technology & DevOps AI Solutions
AI built for engineering teams — threat classification in your logs, serverless inference migration to cut GPU bills, edge models for devices that can't rely on the cloud, and full MLOps pipelines from development to production.
AI Opportunities in Technology & DevOps
Log Threat Classification
AI classifiers trained on your log format and threat taxonomy — real-time identification of DDoS, credential stuffing, SQLi, and anomalous traffic patterns across your stack.
Serverless Inference Migration
Move GPU-dependent models to serverless inference (Lambda, Cloud Run, Modal) — cutting infrastructure cost by 60–80% with zero compromise on latency or accuracy.
Edge AI & On-Device Inference
ONNX, TFLite, and CoreML models deployed to IoT, embedded hardware, and mobile — low-latency inference that works with no network connection.
MLOps & CI/CD for AI
Full MLOps pipeline — model registry, automated retraining triggers, blue/green deployment, rollback, and drift monitoring on AWS, GCP, or Azure.
Air-Gapped & Private Deployments
Self-hosted LLMs for sensitive internal tooling — code review, incident response, and documentation AI that never sends data to an external API.
AI Processing Pipelines
High-throughput batch processing pipelines for large-scale data transformation, feature engineering, and LLM inference across terabytes of operational data.
Our Services for Technology & DevOps
Log Analysis & AI Monitoring
AI-powered anomaly detection and intelligent observability for DevOps and platform engineering teams.
AI Deployment & MLOps
Production deployment on AWS, GCP, or Azure — with full CI/CD, model registry, and drift monitoring.
Edge AI Development
Deploy AI directly on IoT, embedded hardware, and mobile — low-latency, offline-capable inference.
On-Premise & Local AI
Air-gapped self-hosted LLMs for internal tooling — code review, incident response, documentation AI.
Custom AI Models & Workflows
Fine-tune models for your log format, threat taxonomy, or classification task — built from your labelled data.
AI Pipelines & Bulk Generation
High-throughput processing pipelines for large-scale log analysis, feature extraction, and LLM batch inference.
Technology Projects We've Delivered
Web Log Threat & Traffic Classifier
Transformer-based classifier processing streaming web logs — classifying DDoS, credential attacks, and suspicious crawlers in real time with confidence scores.
GPU to Serverless Inference Migration
Full migration of three production models from dedicated GPU instances to serverless — 73% cost reduction, identical accuracy, zero downtime.
YOLO Vending Machine Edge Detection
YOLOv8 running on Raspberry Pi + Hailo-8 accelerator — real-time product detection, stock monitoring, and tamper alerts without network dependency.
Offline Board Meeting AI Transformer
Air-gapped JAX transformer for transcription, summarisation, and action extraction — zero cloud dependency, runs on enterprise hardware.
Ready to ship AI that runs in production?
We build for engineering-led teams who need models that actually work in their stack — not notebooks, not demos. Production deployments, tested infrastructure, and zero hand-holding required.